In this project I hope to be able to simplify the statistics of football players to a point where those who do not follow the sport can statistically say who the best players are and maybe some of the reasons they perform so well.
library(tidyverse)
library(easystats)
library(modelr)
library(ggplot2)
library(janitor)
library(dplyr)
library(knitr)
library(magrittr)
library(kableExtra)
library(h2o)
df <- read_csv("./england-premier-league-players-2018-to-2019-stats.csv") %>% clean_names()
dfMatches <- read_csv("./england-premier-league-matches-2018-to-2019-stats.csv") %>% clean_names()
dfTeams <- read_csv("./england-premier-league-teams-2018-to-2019-stats.csv") %>% clean_names()
These are the teams that participated in the Premier League in the 2018 to 2019 season. The Premier league is the best league based in the united kingdom. To make it to the premier league a team must be top 3 in the league in which you are then promoted to the next league and the 3 lowest teams in the league above then get demoted.
knitr::include_graphics(path = "AFC.png")
AFC <- filter(df, current_club == "AFC Bournemouth") %>% select(c('full_name','age','birthday_gmt','position', 'minutes_played_overall','nationality','appearances_overall','goals_overall','assists_overall','penalty_goals','penalty_misses','clean_sheets_overall','conceded_overall','yellow_cards_overall','red_cards_overall','goals_per_90_overall'))
kable(AFC, format = "html" ,caption = "Stats for Football Team AFC Bournemouth",align = "cccccccccccccccc") %>% kable_styling()
| full_name | age | birthday_gmt | position | minutes_played_overall | nationality | appearances_overall | goals_overall | assists_overall | penalty_goals | penalty_misses | clean_sheets_overall | conceded_overall | yellow_cards_overall | red_cards_overall | goals_per_90_overall |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| Adam Smith | 31 | 1991-04-29 | Defender | 2073 | England | 25 | 1 | 1 | 0 | 0 | 9 | 30 | 6 | 1 | 0.04 |
| Andrew Surman | 36 | 1986-08-20 | Midfielder | 1438 | England | 18 | 0 | 0 | 0 | 0 | 5 | 35 | 2 | 0 | 0.00 |
| Artur Boruc | 42 | 1980-02-20 | Goalkeeper | 1080 | Poland | 12 | 0 | 0 | 0 | 0 | 4 | 17 | 2 | 0 | 0.00 |
| Asmir Begović | 35 | 1987-06-20 | Goalkeeper | 2160 | Bosnia and Herzegovina | 24 | 0 | 0 | 0 | 0 | 5 | 44 | 0 | 0 | 0.00 |
| Callum Wilson | 30 | 1992-02-27 | Forward | 2535 | England | 30 | 14 | 9 | 1 | 1 | 9 | 44 | 3 | 0 | 0.50 |
| Charlie Daniels | 36 | 1986-09-07 | Defender | 1583 | England | 21 | 1 | 0 | 0 | 0 | 6 | 32 | 4 | 0 | 0.06 |
| Chris Mepham | 24 | 1997-11-05 | Defender | 849 | Wales | 13 | 0 | 1 | 0 | 0 | 3 | 16 | 1 | 0 | 0.00 |
| Dan Gosling | 32 | 1990-02-01 | Midfielder | 1737 | England | 25 | 2 | 1 | 0 | 0 | 7 | 31 | 8 | 0 | 0.10 |
| David Brooks | 25 | 1997-07-08 | Forward | 2278 | England | 30 | 7 | 5 | 0 | 0 | 9 | 39 | 3 | 0 | 0.28 |
| Diego Rico | 29 | 1993-02-23 | Defender | 607 | Spain | 12 | 0 | 0 | 0 | 0 | 0 | 18 | 1 | 0 | 0.00 |
| Dominic Solanke | 25 | 1997-09-14 | Forward | 341 | England | 10 | 0 | 1 | 0 | 0 | 2 | 4 | 0 | 0 | 0.00 |
| Emerson Hyndman | 26 | 1996-04-09 | Midfielder | 37 | USA | 1 | 0 | 0 | 0 | 0 | 0 | 2 | 0 | 0 | 0.00 |
| Jack Simpson | 25 | 1996-12-18 | Defender | 403 | England | 6 | 0 | 0 | 0 | 0 | 2 | 9 | 0 | 0 | 0.00 |
| Jefferson Lerma | 28 | 1994-10-25 | Midfielder | 2511 | Colombia | 30 | 2 | 0 | 0 | 0 | 8 | 45 | 12 | 0 | 0.07 |
| Jermain Defoe | 40 | 1982-10-07 | Forward | 21 | England | 4 | 0 | 0 | 0 | 0 | 2 | 2 | 0 | 0 | 0.00 |
| Jordon Ibe | 26 | 1995-12-08 | Midfielder | 795 | England | 19 | 1 | 1 | 0 | 0 | 4 | 21 | 1 | 0 | 0.11 |
| Joshua King | 30 | 1992-01-15 | Forward | 2974 | Norway | 35 | 12 | 3 | 5 | 1 | 9 | 54 | 3 | 0 | 0.36 |
| Junior Stanislas | 32 | 1989-11-26 | Midfielder | 1027 | England | 23 | 2 | 3 | 1 | 0 | 7 | 24 | 1 | 0 | 0.18 |
| Kyle Taylor | 23 | 1999-08-28 | Midfielder | 0 | England | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0.00 |
| Lewis Cook | 25 | 1997-02-03 | Midfielder | 721 | England | 13 | 0 | 0 | 0 | 0 | 3 | 10 | 2 | 0 | 0.00 |
| Lys Mousset | 26 | 1996-02-08 | Forward | 345 | France | 24 | 1 | 0 | 0 | 0 | 5 | 13 | 1 | 0 | 0.26 |
| Marc Pugh | 35 | 1987-04-02 | Midfielder | 0 | England | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0.00 |
| Mark Travers | 23 | 1999-05-18 | Goalkeeper | 180 | Republic of Ireland | 2 | 0 | 0 | 0 | 0 | 1 | 5 | 0 | 0 | 0.00 |
| Matt Butcher | 25 | 1997-05-14 | Midfielder | 0 | England | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0.00 |
| Nathan Aké | 27 | 1995-02-18 | Defender | 3412 | Netherlands | 38 | 4 | 0 | 0 | 0 | 10 | 66 | 3 | 0 | 0.11 |
| Nathaniel Clyne | 31 | 1991-04-05 | Defender | 1254 | England | 18 | 0 | 1 | 0 | 0 | 6 | 24 | 2 | 0 | 0.00 |
| Nnamdi Ofoborh | 22 | 1999-11-07 | Midfielder | 0 | England | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0.00 |
| Ryan Fraser | 28 | 1994-02-24 | Midfielder | 3173 | Scotland | 38 | 7 | 14 | 0 | 0 | 10 | 61 | 2 | 0 | 0.20 |
| Sam Surridge | 24 | 1998-07-28 | Forward | 11 | England | 2 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0.00 |
| Simon Francis | 37 | 1985-02-16 | Defender | 1226 | England | 17 | 0 | 2 | 0 | 0 | 5 | 23 | 1 | 0 | 0.00 |
| Steve Cook | 31 | 1991-04-19 | Defender | 2787 | England | 31 | 1 | 1 | 0 | 0 | 9 | 53 | 3 | 0 | 0.03 |
| Tyrone Mings | 29 | 1993-03-13 | Defender | 141 | England | 5 | 0 | 0 | 0 | 0 | 0 | 4 | 0 | 0 | 0.00 |
knitr::include_graphics(path = "./Arsenal.png")
ARS <- filter(df, current_club == "Arsenal") %>% select(c('full_name','age','birthday_gmt','position', 'minutes_played_overall','nationality','appearances_overall','goals_overall','assists_overall','penalty_goals','penalty_misses','clean_sheets_overall','conceded_overall','yellow_cards_overall','red_cards_overall','goals_per_90_overall'))
kable(ARS, format = "html" ,caption = "Stats for Football Team Arsenal",align = "cccccccccccccccc") %>% kable_styling()
| full_name | age | birthday_gmt | position | minutes_played_overall | nationality | appearances_overall | goals_overall | assists_overall | penalty_goals | penalty_misses | clean_sheets_overall | conceded_overall | yellow_cards_overall | red_cards_overall | goals_per_90_overall |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| Aaron Ramsey | 31 | 1990-12-26 | Midfielder | 1327 | Wales | 28 | 4 | 6 | 0 | 0 | 7 | 12 | 0 | 0 | 0.27 |
| Ainsley Maitland-Niles | 25 | 1997-08-29 | Midfielder | 985 | England | 16 | 1 | 1 | 0 | 0 | 4 | 16 | 3 | 1 | 0.09 |
| Alex Iwobi | 26 | 1996-05-03 | Forward | 1972 | Nigeria | 35 | 3 | 6 | 0 | 0 | 8 | 31 | 0 | 0 | 0.14 |
| Alexandre Lacazette | 31 | 1991-05-28 | Forward | 2503 | France | 35 | 13 | 8 | 0 | 0 | 7 | 28 | 2 | 0 | 0.47 |
| Bernd Leno | 30 | 1992-03-04 | Goalkeeper | 2835 | Germany | 32 | 0 | 0 | 0 | 0 | 7 | 39 | 0 | 0 | 0.00 |
| Carl Jenkinson | 30 | 1992-02-08 | Defender | 166 | England | 3 | 0 | 0 | 0 | 0 | 0 | 2 | 0 | 0 | 0.00 |
| Damián Emiliano Martínez | 30 | 1992-09-02 | Goalkeeper | 0 | Argentina | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0.00 |
| Danny Welbeck | 31 | 1990-11-26 | Forward | 147 | England | 8 | 1 | 1 | 0 | 0 | 2 | 2 | 0 | 0 | 0.61 |
| Denis Suárez | 28 | 1994-01-06 | Midfielder | 67 | Spain | 4 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0.00 |
| Edward Nketiah | 23 | 1999-05-30 | Forward | 62 | England | 5 | 1 | 0 | 0 | 0 | 1 | 2 | 0 | 0 | 1.45 |
| Emile Smith Rowe | 22 | 2000-07-28 | Midfielder | 0 | England | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0.00 |
| Granit Xhaka | 30 | 1992-09-27 | Midfielder | 2502 | Switzerland | 29 | 4 | 2 | 0 | 0 | 7 | 35 | 10 | 0 | 0.14 |
| Hector Bellerin | 27 | 1995-03-19 | Defender | 1535 | Spain | 19 | 0 | 5 | 0 | 0 | 4 | 20 | 3 | 0 | 0.00 |
| Henrikh Mkhitaryan | 33 | 1989-01-21 | Midfielder | 1643 | Armenia | 25 | 6 | 4 | 0 | 0 | 4 | 25 | 1 | 0 | 0.33 |
| Joseph Willock | 23 | 1999-08-20 | Midfielder | 64 | England | 2 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0.00 |
| Konstantinos Mavropanos | 24 | 1997-12-11 | Defender | 150 | Greece | 4 | 0 | 0 | 0 | 0 | 1 | 1 | 1 | 0 | 0.00 |
| Laurent Koscielny | 37 | 1985-09-10 | Defender | 1328 | France | 17 | 3 | 0 | 0 | 0 | 4 | 21 | 1 | 0 | 0.20 |
| Lucas Torreira | 26 | 1996-02-11 | Midfielder | 2377 | Uruguay | 34 | 2 | 2 | 0 | 0 | 6 | 35 | 8 | 1 | 0.08 |
| Mattéo Guendouzi Olié | 23 | 1999-04-14 | Midfielder | 2143 | France | 33 | 0 | 0 | 0 | 0 | 4 | 28 | 9 | 0 | 0.00 |
| Mesut Özil | 34 | 1988-10-15 | Midfielder | 1741 | Germany | 24 | 5 | 2 | 0 | 0 | 6 | 23 | 2 | 0 | 0.26 |
| Mohamed Elneny | 30 | 1992-07-11 | Midfielder | 381 | Egypt | 8 | 0 | 0 | 0 | 0 | 2 | 4 | 0 | 0 | 0.00 |
| Nacho Monreal | 36 | 1986-02-26 | Defender | 1861 | Spain | 22 | 1 | 3 | 0 | 0 | 6 | 21 | 5 | 0 | 0.05 |
| Petr Čech | 40 | 1982-05-20 | Goalkeeper | 585 | Czech Republic | 7 | 0 | 0 | 0 | 0 | 2 | 8 | 0 | 0 | 0.00 |
| Pierre-Emerick Aubameyang | 33 | 1989-06-18 | Forward | 2731 | Gabon | 36 | 22 | 5 | 4 | 1 | 8 | 40 | 0 | 0 | 0.73 |
| Rob Holding | 27 | 1995-09-20 | Defender | 807 | England | 10 | 0 | 0 | 0 | 0 | 2 | 10 | 1 | 0 | 0.00 |
| Sead Kolašinac | 29 | 1993-06-20 | Defender | 1891 | Bosnia and Herzegovina | 24 | 0 | 5 | 0 | 0 | 5 | 26 | 5 | 0 | 0.00 |
| Shkodran Mustafi | 30 | 1992-04-17 | Defender | 2617 | Germany | 31 | 2 | 0 | 0 | 0 | 6 | 36 | 9 | 0 | 0.07 |
| Sokratis Papastathopoulos | 34 | 1988-06-09 | Defender | 2199 | Greece | 25 | 1 | 2 | 0 | 0 | 6 | 31 | 12 | 0 | 0.04 |
| Stephan Lichtsteiner | 38 | 1984-01-16 | Defender | 940 | Switzerland | 14 | 0 | 0 | 0 | 0 | 2 | 18 | 3 | 0 | 0.00 |
| Zechariah Medley | 22 | 2000-07-07 | Defender | 0 | England | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0.00 |
knitr::include_graphics(path = "./Brighton&HoveAlbion.png")
BHA <- filter(df, current_club == "Brighton & Hove Albion") %>% select(c('full_name','age','birthday_gmt','position', 'minutes_played_overall','nationality','appearances_overall','goals_overall','assists_overall','penalty_goals','penalty_misses','clean_sheets_overall','conceded_overall','yellow_cards_overall','red_cards_overall','goals_per_90_overall'))
kable(BHA, format = "html" ,caption = "Stats for Football Team Brighton & Hove Albion",align = "cccccccccccccccc") %>% kable_styling()
| full_name | age | birthday_gmt | position | minutes_played_overall | nationality | appearances_overall | goals_overall | assists_overall | penalty_goals | penalty_misses | clean_sheets_overall | conceded_overall | yellow_cards_overall | red_cards_overall | goals_per_90_overall |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| Alireza Jahanbakhsh | 29 | 1993-08-11 | Forward | 1022 | Iran | 19 | 0 | 0 | 0 | 0 | 4 | 16 | 2 | 0 | 0.00 |
| Anthony Knockaert | 30 | 1991-11-20 | Midfielder | 1832 | France | 30 | 2 | 6 | 0 | 0 | 3 | 36 | 5 | 1 | 0.10 |
| Ben White | 25 | 1997-10-08 | Defender | 0 | England | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0.00 |
| Beram Kayal | 34 | 1988-05-02 | Midfielder | 934 | Israel | 18 | 1 | 1 | 0 | 0 | 5 | 15 | 4 | 0 | 0.10 |
| Bernardo | 27 | 1995-05-14 | Defender | 1750 | Brazil | 22 | 0 | 1 | 0 | 0 | 4 | 28 | 4 | 0 | 0.00 |
| Bruno Saltor Grau | 42 | 1980-10-01 | Defender | 1136 | Spain | 14 | 0 | 1 | 0 | 0 | 4 | 17 | 2 | 0 | 0.00 |
| Dale Stephens | 33 | 1989-06-12 | Midfielder | 2487 | England | 30 | 1 | 1 | 0 | 0 | 5 | 43 | 7 | 1 | 0.04 |
| Dan Burn | 30 | 1992-05-09 | Defender | 0 | England | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0.00 |
| David Button | 33 | 1989-02-27 | Goalkeeper | 360 | England | 4 | 0 | 0 | 0 | 0 | 1 | 5 | 0 | 0 | 0.00 |
| Davy Pröpper | 31 | 1991-09-02 | Midfielder | 2551 | Netherlands | 30 | 1 | 1 | 0 | 0 | 5 | 44 | 2 | 0 | 0.04 |
| Florin Andone | 29 | 1993-04-11 | Forward | 874 | Romania | 23 | 3 | 0 | 0 | 0 | 3 | 13 | 5 | 0 | 0.31 |
| Gaëtan Bong Songo | 34 | 1988-04-25 | Defender | 1805 | Cameroon | 22 | 0 | 0 | 0 | 0 | 5 | 32 | 0 | 0 | 0.00 |
| Glenn Murray | 39 | 1983-09-25 | Forward | 2513 | England | 38 | 13 | 1 | 4 | 0 | 7 | 44 | 5 | 0 | 0.47 |
| Jason Steele | 32 | 1990-08-18 | Goalkeeper | 0 | England | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0.00 |
| Jayson Molumby | 23 | 1999-08-06 | Midfielder | 0 | Republic of Ireland | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0.00 |
| Jose Izquierdo | 30 | 1992-07-07 | Forward | 794 | Colombia | 15 | 0 | 1 | 0 | 0 | 5 | 8 | 1 | 0 | 0.00 |
| Jürgen Locadia | 28 | 1993-11-07 | Forward | 1227 | Netherlands | 26 | 2 | 0 | 0 | 0 | 4 | 19 | 1 | 0 | 0.15 |
| Leon Balogun | 34 | 1988-06-28 | Defender | 591 | Nigeria | 8 | 1 | 0 | 0 | 0 | 0 | 9 | 2 | 0 | 0.15 |
| Lewis Dunk | 30 | 1991-11-21 | Defender | 3153 | England | 36 | 2 | 1 | 0 | 0 | 7 | 53 | 7 | 1 | 0.06 |
| Markus Suttner | 35 | 1987-04-16 | Defender | 0 | Austria | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0.00 |
| Martín Montoya | 31 | 1991-04-14 | Defender | 2166 | Spain | 25 | 0 | 1 | 0 | 0 | 3 | 38 | 4 | 0 | 0.00 |
| Mathew Ryan | 30 | 1992-04-08 | Goalkeeper | 3060 | Australia | 34 | 0 | 0 | 0 | 0 | 6 | 52 | 2 | 0 | 0.00 |
| Max Harrison Sanders | 23 | 1999-01-04 | Midfielder | 0 | England | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0.00 |
| Pascal Groß | 31 | 1991-06-15 | Midfielder | 1878 | Germany | 25 | 3 | 3 | 1 | 1 | 3 | 31 | 1 | 0 | 0.14 |
| Shane Duffy | 30 | 1992-01-01 | Defender | 3088 | Republic of Ireland | 35 | 5 | 1 | 0 | 0 | 7 | 51 | 5 | 1 | 0.15 |
| Solomon March | 28 | 1994-07-20 | Midfielder | 2473 | England | 35 | 1 | 5 | 0 | 0 | 6 | 39 | 1 | 0 | 0.04 |
| Viktor Gyökeres | 24 | 1998-06-04 | Forward | 0 | Sweden | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0.00 |
| Yves Bissouma | 26 | 1996-08-30 | Midfielder | 1769 | Mali | 28 | 0 | 0 | 0 | 0 | 5 | 30 | 5 | 0 | 0.00 |
knitr::include_graphics(path = "./Burnley.png")
BNL <- filter(df, current_club == "Burnley") %>% select(c('full_name','age','birthday_gmt','position', 'minutes_played_overall','nationality','appearances_overall','goals_overall','assists_overall','penalty_goals','penalty_misses','clean_sheets_overall','conceded_overall','yellow_cards_overall','red_cards_overall','goals_per_90_overall'))
kable(BNL, format = "html" ,caption = "Stats for Football Team Burnley",align = "cccccccccccccccc") %>% kable_styling()
| full_name | age | birthday_gmt | position | minutes_played_overall | nationality | appearances_overall | goals_overall | assists_overall | penalty_goals | penalty_misses | clean_sheets_overall | conceded_overall | yellow_cards_overall | red_cards_overall | goals_per_90_overall |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| Aaron Lennon | 35 | 1987-04-16 | Midfielder | 1217 | England | 16 | 1 | 1 | 0 | 0 | 4 | 20 | 1 | 0 | 0.07 |
| Ali Koiki | 22 | 2000-08-22 | Defender | 0 | England | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0.00 |
| Anthony Driscoll-Glennon | 22 | 1999-11-26 | Defender | 0 | England | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0.00 |
| Ashley Barnes | 32 | 1989-10-30 | Forward | 2400 | England | 37 | 12 | 2 | 2 | 0 | 8 | 34 | 8 | 0 | 0.45 |
| Ashley Westwood | 32 | 1990-04-01 | Midfielder | 2822 | England | 34 | 2 | 7 | 0 | 0 | 7 | 44 | 5 | 0 | 0.06 |
| Ben Gibson | 29 | 1993-01-15 | Defender | 63 | England | 1 | 1 | 0 | 0 | 0 | 0 | 3 | 1 | 0 | 1.43 |
| Ben Mee | 33 | 1989-09-21 | Defender | 3420 | England | 38 | 0 | 2 | 0 | 0 | 8 | 57 | 9 | 0 | 0.00 |
| Charlie Taylor | 29 | 1993-09-18 | Defender | 3240 | England | 38 | 0 | 1 | 0 | 0 | 8 | 53 | 2 | 0 | 0.00 |
| Chris Wood | 30 | 1991-12-07 | Forward | 2582 | New Zealand | 38 | 10 | 2 | 0 | 0 | 8 | 43 | 2 | 0 | 0.35 |
| Dwight McNeil | 22 | 1999-11-22 | Forward | 1599 | England | 21 | 3 | 5 | 0 | 0 | 4 | 22 | 2 | 0 | 0.17 |
| Jack Cork | 33 | 1989-06-25 | Midfielder | 3313 | England | 37 | 1 | 2 | 0 | 0 | 8 | 54 | 6 | 0 | 0.03 |
| James Tarkowski | 29 | 1992-11-19 | Defender | 3087 | England | 35 | 3 | 1 | 0 | 0 | 7 | 52 | 8 | 0 | 0.09 |
| Jeff Hendrick | 30 | 1992-01-31 | Midfielder | 2069 | Republic of Ireland | 32 | 3 | 0 | 0 | 0 | 6 | 41 | 4 | 0 | 0.13 |
| Joe Hart | 35 | 1987-04-19 | Goalkeeper | 1710 | England | 19 | 0 | 0 | 0 | 0 | 4 | 34 | 0 | 0 | 0.00 |
| Johann Berg Guðmundsson | 32 | 1990-10-27 | Midfielder | 1748 | Iceland | 29 | 3 | 6 | 0 | 0 | 6 | 31 | 2 | 0 | 0.15 |
| Jonathan Walters | 39 | 1983-09-20 | Forward | 0 | Republic of Ireland | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0.00 |
| Josh Benson | 22 | 1999-12-05 | Midfielder | 0 | England | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0.00 |
| Kevin Long | 32 | 1990-08-18 | Defender | 513 | Republic of Ireland | 6 | 0 | 1 | 0 | 0 | 1 | 7 | 0 | 0 | 0.00 |
| Matěj Vydra | 30 | 1992-05-01 | Forward | 311 | Czech Republic | 13 | 1 | 1 | 0 | 0 | 1 | 4 | 1 | 0 | 0.29 |
| Matthew Lowton | 33 | 1989-06-09 | Defender | 1748 | England | 21 | 0 | 0 | 0 | 0 | 4 | 35 | 7 | 0 | 0.00 |
| Peter Crouch | 41 | 1981-01-30 | Forward | 86 | England | 6 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0.00 |
| Phil Bardsley | 37 | 1985-06-28 | Defender | 1672 | Scotland | 19 | 0 | 0 | 0 | 0 | 4 | 22 | 9 | 0 | 0.00 |
| Robbie Brady | 30 | 1992-01-14 | Midfielder | 715 | Republic of Ireland | 16 | 0 | 1 | 0 | 0 | 2 | 12 | 4 | 1 | 0.00 |
| Sam Vokes | 33 | 1989-10-21 | Forward | 913 | Wales | 20 | 3 | 0 | 0 | 0 | 4 | 18 | 0 | 0 | 0.30 |
| Stephen Ward | 37 | 1985-08-20 | Defender | 230 | Republic of Ireland | 3 | 0 | 0 | 0 | 0 | 1 | 6 | 1 | 0 | 0.00 |
| Steven Defour | 34 | 1988-04-15 | Midfielder | 452 | Belgium | 6 | 0 | 0 | 0 | 0 | 1 | 12 | 0 | 0 | 0.00 |
| Tom Heaton | 36 | 1986-04-15 | Goalkeeper | 1710 | England | 19 | 0 | 0 | 0 | 0 | 4 | 23 | 3 | 0 | 0.00 |
knitr::include_graphics(path = "./CardiffCity.png")
CFC <- filter(df, current_club == "Cardiff City") %>% select(c('full_name','age','birthday_gmt','position', 'minutes_played_overall','nationality','appearances_overall','goals_overall','assists_overall','penalty_goals','penalty_misses','clean_sheets_overall','conceded_overall','yellow_cards_overall','red_cards_overall','goals_per_90_overall'))
kable(CFC, format = "html" ,caption = "Stats for Football Team Cardiff City",align = "cccccccccccccccc") %>% kable_styling()
| full_name | age | birthday_gmt | position | minutes_played_overall | nationality | appearances_overall | goals_overall | assists_overall | penalty_goals | penalty_misses | clean_sheets_overall | conceded_overall | yellow_cards_overall | red_cards_overall | goals_per_90_overall |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| Alex Smithies | 32 | 1990-03-05 | Goalkeeper | 0 | England | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0.00 |
| Aron Einar Gunnarsson | 33 | 1989-04-22 | Midfielder | 2274 | Iceland | 28 | 1 | 1 | 0 | 0 | 8 | 37 | 5 | 0 | 0.04 |
| Bobby Reid | 29 | 1993-02-02 | Midfielder | 1422 | England | 27 | 5 | 2 | 1 | 0 | 6 | 27 | 0 | 0 | 0.32 |
| Brian Murphy | 39 | 1983-05-07 | Goalkeeper | 0 | Republic of Ireland | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0.00 |
| Bruno Écuélé Manga | 34 | 1988-07-16 | Defender | 3375 | Gabon | 38 | 0 | 1 | 0 | 0 | 10 | 59 | 0 | 0 | 0.00 |
| Callum Paterson | 28 | 1994-10-13 | Defender | 1996 | Scotland | 27 | 4 | 1 | 0 | 0 | 7 | 37 | 4 | 0 | 0.18 |
| Danny Ward | 31 | 1990-12-09 | Forward | 440 | England | 14 | 1 | 0 | 0 | 0 | 2 | 11 | 0 | 0 | 0.20 |
| David Junior Hoilett | 32 | 1990-06-05 | Forward | 2142 | Canada | 32 | 3 | 1 | 0 | 0 | 9 | 42 | 4 | 0 | 0.13 |
| Gary Madine | 32 | 1990-08-24 | Forward | 32 | England | 5 | 0 | 0 | 0 | 0 | 0 | 2 | 0 | 0 | 0.00 |
| Greg Cunningham | 31 | 1991-01-31 | Defender | 630 | Republic of Ireland | 7 | 0 | 0 | 0 | 0 | 1 | 16 | 3 | 0 | 0.00 |
| Harry Arter | 32 | 1989-12-28 | Midfielder | 2008 | Republic of Ireland | 25 | 0 | 1 | 0 | 0 | 7 | 37 | 10 | 0 | 0.00 |
| Jazz Richards | 31 | 1991-04-12 | Defender | 128 | Wales | 4 | 0 | 0 | 0 | 0 | 1 | 4 | 0 | 0 | 0.00 |
| Joe Bennett | 32 | 1990-03-28 | Defender | 2641 | England | 30 | 0 | 1 | 0 | 0 | 9 | 43 | 5 | 0 | 0.00 |
| Joe Ralls | 29 | 1993-10-13 | Midfielder | 1959 | England | 28 | 0 | 0 | 0 | 1 | 8 | 35 | 5 | 1 | 0.00 |
| Josh Murphy | 27 | 1995-02-24 | Forward | 1825 | England | 29 | 3 | 2 | 0 | 0 | 7 | 27 | 2 | 0 | 0.15 |
| Kadeem Harris | 29 | 1993-06-08 | Midfielder | 366 | England | 13 | 1 | 0 | 0 | 0 | 4 | 5 | 1 | 0 | 0.25 |
| Kenneth Dahrup Zohorè | 28 | 1994-01-31 | Forward | 746 | Denmark | 19 | 1 | 1 | 0 | 0 | 5 | 15 | 1 | 0 | 0.12 |
| Leandro Bacuna | 31 | 1991-08-21 | Midfielder | 554 | Curaçao | 11 | 0 | 0 | 0 | 0 | 4 | 11 | 2 | 0 | 0.00 |
| Lee Peltier | 35 | 1986-12-11 | Defender | 1542 | England | 20 | 0 | 0 | 0 | 0 | 6 | 21 | 4 | 0 | 0.00 |
| Loïc Damour | 31 | 1991-01-08 | Midfielder | 21 | France | 2 | 0 | 0 | 0 | 0 | 0 | 2 | 0 | 0 | 0.00 |
| Matthew Connolly | 35 | 1987-09-24 | Defender | 0 | England | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0.00 |
| Nathaniel Mendez-Laing | 30 | 1992-04-15 | Midfielder | 984 | England | 20 | 4 | 1 | 1 | 0 | 6 | 15 | 0 | 0 | 0.37 |
| Neil Leonard Dula Etheridge | 32 | 1990-02-07 | Goalkeeper | 3420 | Philippines | 38 | 0 | 0 | 0 | 0 | 10 | 61 | 2 | 0 | 0.00 |
| Oumar Niasse | 32 | 1990-04-18 | Forward | 998 | Senegal | 18 | 0 | 0 | 0 | 0 | 3 | 12 | 0 | 0 | 0.00 |
| Rhys Healey | 27 | 1994-12-06 | Forward | 49 | England | 3 | 0 | 0 | 0 | 0 | 1 | 1 | 0 | 0 | 0.00 |
| Sean Morrison | 31 | 1991-01-08 | Defender | 3040 | England | 34 | 1 | 3 | 0 | 0 | 9 | 57 | 6 | 0 | 0.03 |
| Souleymane Bamba | 37 | 1985-01-13 | Defender | 2475 | Ivory Coast | 28 | 4 | 1 | 0 | 0 | 7 | 46 | 7 | 0 | 0.15 |
| Víctor Camarasa | 28 | 1994-05-28 | Midfielder | 2579 | Spain | 32 | 5 | 4 | 1 | 0 | 8 | 48 | 6 | 0 | 0.17 |
knitr::include_graphics(path = "./Chelsea.png")
CHS <- filter(df, current_club == "Chelsea") %>% select(c('full_name','age','birthday_gmt','position', 'minutes_played_overall','nationality','appearances_overall','goals_overall','assists_overall','penalty_goals','penalty_misses','clean_sheets_overall','conceded_overall','yellow_cards_overall','red_cards_overall','goals_per_90_overall'))
kable(CHS, format = "html" ,caption = "Stats for Football Team Chelsea",align = "cccccccccccccccc") %>% kable_styling()
| full_name | age | birthday_gmt | position | minutes_played_overall | nationality | appearances_overall | goals_overall | assists_overall | penalty_goals | penalty_misses | clean_sheets_overall | conceded_overall | yellow_cards_overall | red_cards_overall | goals_per_90_overall |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| Alvaro Morata | 30 | 1992-10-23 | Forward | 943 | Spain | 16 | 5 | 0 | 0 | 0 | 9 | 11 | 3 | 0 | 0.48 |
| Andreas Christensen | 26 | 1996-04-10 | Defender | 615 | Denmark | 8 | 0 | 0 | 0 | 0 | 3 | 7 | 1 | 0 | 0.00 |
| Antonio Rüdiger | 29 | 1993-03-03 | Defender | 2874 | Germany | 33 | 1 | 0 | 0 | 0 | 12 | 34 | 7 | 0 | 0.03 |
| Callum Hudson-Odoi | 21 | 2000-11-07 | Midfielder | 391 | England | 10 | 0 | 1 | 0 | 0 | 3 | 5 | 0 | 0 | 0.00 |
| Cesar Azpilicueta | 33 | 1989-08-28 | Defender | 3403 | Spain | 38 | 1 | 5 | 0 | 0 | 16 | 38 | 4 | 0 | 0.03 |
| Cesc Fabregas | 35 | 1987-05-04 | Midfielder | 175 | Spain | 6 | 0 | 0 | 0 | 0 | 3 | 2 | 1 | 0 | 0.00 |
| Danny Drinkwater | 32 | 1990-03-05 | Midfielder | 0 | England | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0.00 |
| David Luiz | 35 | 1987-04-22 | Defender | 3239 | Brazil | 36 | 3 | 2 | 0 | 0 | 16 | 35 | 3 | 0 | 0.08 |
| Davide Zappacosta | 30 | 1992-06-11 | Defender | 125 | Italy | 4 | 0 | 0 | 0 | 0 | 3 | 0 | 0 | 0 | 0.00 |
| Eden Hazard | 31 | 1991-01-07 | Midfielder | 2926 | Belgium | 37 | 16 | 15 | 4 | 0 | 15 | 34 | 2 | 0 | 0.49 |
| Emerson Palmieri dos Santos | 28 | 1994-08-03 | Defender | 660 | Italy | 10 | 0 | 0 | 0 | 0 | 3 | 10 | 0 | 0 | 0.00 |
| Ethan Ampadu | 22 | 2000-09-14 | Midfielder | 0 | Wales | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0.00 |
| Gary Cahill | 36 | 1985-12-19 | Defender | 22 | England | 2 | 0 | 0 | 0 | 0 | 2 | 0 | 0 | 0 | 0.00 |
| Gonzalo Higuain | 34 | 1987-12-10 | Forward | 1092 | Argentina | 14 | 5 | 0 | 0 | 0 | 5 | 15 | 0 | 0 | 0.41 |
| Jorginho | 30 | 1991-12-20 | Midfielder | 3165 | Italy | 37 | 2 | 0 | 1 | 0 | 16 | 36 | 8 | 0 | 0.06 |
| Kepa Arrizabalaga | 28 | 1994-10-03 | Goalkeeper | 3240 | Spain | 36 | 0 | 0 | 0 | 0 | 14 | 38 | 2 | 0 | 0.00 |
| Marc Guehi | 22 | 2000-07-13 | Defender | 0 | England | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0.00 |
| Marcos Alonso | 31 | 1990-12-28 | Defender | 2761 | Spain | 31 | 2 | 4 | 0 | 0 | 14 | 28 | 6 | 0 | 0.07 |
| Mateo Kovačić | 28 | 1994-05-06 | Midfielder | 1743 | Croatia | 32 | 0 | 2 | 0 | 0 | 12 | 18 | 3 | 0 | 0.00 |
| N’Golo Kanté | 31 | 1991-03-29 | Midfielder | 3096 | France | 36 | 4 | 4 | 0 | 0 | 15 | 37 | 3 | 0 | 0.12 |
| Olivier Giroud | 36 | 1986-09-30 | Forward | 832 | France | 27 | 2 | 4 | 0 | 0 | 12 | 4 | 1 | 0 | 0.22 |
| Pedro Rodriguez | 35 | 1987-07-28 | Midfielder | 1780 | Spain | 31 | 8 | 2 | 0 | 0 | 11 | 18 | 2 | 0 | 0.40 |
| Ross Barkley | 28 | 1993-12-05 | Midfielder | 1241 | England | 27 | 3 | 5 | 0 | 0 | 11 | 13 | 1 | 0 | 0.22 |
| Ruben Loftus-Cheek | 26 | 1996-01-23 | Midfielder | 983 | England | 24 | 6 | 2 | 0 | 0 | 12 | 8 | 0 | 0 | 0.55 |
| Victor Moses | 31 | 1990-12-12 | Midfielder | 26 | Nigeria | 2 | 0 | 0 | 0 | 0 | 1 | 1 | 0 | 0 | 0.00 |
| Wilfredo Daniel Caballero | 41 | 1981-09-28 | Goalkeeper | 180 | Argentina | 2 | 0 | 0 | 0 | 0 | 2 | 0 | 0 | 0 | 0.00 |
| Willian | 34 | 1988-08-09 | Forward | 2108 | Brazil | 32 | 3 | 6 | 0 | 0 | 13 | 23 | 2 | 0 | 0.13 |
knitr::include_graphics(path = "./CrystalPalace.png")
CRP <- filter(df, current_club == "Crystal Palace") %>% select(c('full_name','age','birthday_gmt','position', 'minutes_played_overall','nationality','appearances_overall','goals_overall','assists_overall','penalty_goals','penalty_misses','clean_sheets_overall','conceded_overall','yellow_cards_overall','red_cards_overall','goals_per_90_overall'))
kable(CRP, format = "html" ,caption = "Stats for Football Team Crystal Palace",align = "cccccccccccccccc") %>% kable_styling()
| full_name | age | birthday_gmt | position | minutes_played_overall | nationality | appearances_overall | goals_overall | assists_overall | penalty_goals | penalty_misses | clean_sheets_overall | conceded_overall | yellow_cards_overall | red_cards_overall | goals_per_90_overall |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| Aaron Wan-Bissaka | 24 | 1997-11-26 | Midfielder | 3135 | England | 35 | 0 | 3 | 0 | 0 | 12 | 41 | 5 | 1 | 0.00 |
| Alexander Sørloth | 26 | 1995-12-05 | Forward | 173 | Norway | 12 | 0 | 0 | 0 | 0 | 4 | 1 | 0 | 0 | 0.00 |
| Andros Townsend | 31 | 1991-07-16 | Midfielder | 3018 | England | 38 | 6 | 4 | 0 | 0 | 12 | 44 | 1 | 0 | 0.18 |
| Bakary Sako | 34 | 1988-04-26 | Midfielder | 25 | Mali | 4 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0.00 |
| Cheikhou Kouyaté | 32 | 1989-12-21 | Midfielder | 1897 | Senegal | 31 | 0 | 2 | 0 | 0 | 11 | 24 | 3 | 0 | 0.00 |
| Christian Benteke | 31 | 1990-12-03 | Forward | 813 | Belgium | 16 | 1 | 1 | 0 | 0 | 5 | 10 | 1 | 0 | 0.11 |
| Connor Wickham | 29 | 1993-03-31 | Forward | 61 | England | 6 | 0 | 1 | 0 | 0 | 2 | 0 | 0 | 0 | 0.00 |
| Jaïro Riedewald | 26 | 1996-09-09 | Defender | 0 | Netherlands | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0.00 |
| James McArthur | 35 | 1987-10-07 | Midfielder | 3071 | Scotland | 38 | 3 | 6 | 0 | 0 | 12 | 44 | 7 | 0 | 0.09 |
| James Tomkins | 33 | 1989-03-29 | Defender | 2563 | England | 29 | 1 | 1 | 0 | 0 | 10 | 34 | 6 | 0 | 0.04 |
| Jeffrey Schlupp | 29 | 1992-12-23 | Defender | 1665 | Ghana | 30 | 4 | 1 | 0 | 0 | 8 | 24 | 1 | 0 | 0.22 |
| Joe Daniel Tupper | 24 | 1997-11-15 | Goalkeeper | 0 | England | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0.00 |
| Joel Ward | 32 | 1989-10-29 | Defender | 551 | England | 7 | 1 | 0 | 0 | 0 | 0 | 12 | 1 | 0 | 0.16 |
| Jordan Ayew | 31 | 1991-09-11 | Forward | 1186 | Ghana | 20 | 1 | 2 | 0 | 0 | 6 | 13 | 3 | 0 | 0.08 |
| Julián Speroni | 43 | 1979-05-18 | Goalkeeper | 90 | Argentina | 1 | 0 | 0 | 0 | 0 | 0 | 3 | 0 | 0 | 0.00 |
| Luka Milivojević | 31 | 1991-04-07 | Midfielder | 3420 | Serbia | 38 | 12 | 2 | 10 | 1 | 12 | 47 | 10 | 0 | 0.32 |
| Luke Dreher | 23 | 1998-11-27 | Midfielder | 0 | England | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0.00 |
| Mamadou Sakho | 32 | 1990-02-13 | Defender | 2417 | France | 27 | 0 | 0 | 0 | 0 | 9 | 32 | 2 | 0 | 0.00 |
| Martin Kelly | 32 | 1990-04-27 | Defender | 1110 | England | 13 | 0 | 0 | 0 | 0 | 3 | 18 | 2 | 0 | 0.00 |
| Max Meyer | 27 | 1995-09-18 | Midfielder | 1414 | Germany | 29 | 1 | 2 | 0 | 0 | 8 | 19 | 3 | 0 | 0.06 |
| Michy Batshuayi | 29 | 1993-10-02 | Forward | 756 | Belgium | 11 | 5 | 0 | 0 | 0 | 3 | 11 | 0 | 0 | 0.60 |
| Nikola Tavares | 23 | 1999-01-17 | Defender | 0 | England | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0.00 |
| Pape N’Diaye Souaré | 32 | 1990-06-06 | Defender | 0 | Senegal | 1 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0.00 |
| Patrick van Aanholt | 32 | 1990-08-29 | Defender | 3198 | Netherlands | 36 | 3 | 2 | 0 | 0 | 12 | 41 | 3 | 0 | 0.08 |
| Sam Woods | 24 | 1998-09-11 | Defender | 0 | England | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0.00 |
| Scott Dann | 35 | 1987-02-14 | Defender | 660 | England | 10 | 0 | 1 | 0 | 0 | 3 | 7 | 1 | 0 | 0.00 |
| Sullay Kaikai | 27 | 1995-08-26 | Midfielder | 0 | England | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0.00 |
| Vicente Guaita | 35 | 1987-01-10 | Goalkeeper | 1755 | Spain | 20 | 0 | 0 | 0 | 0 | 7 | 21 | 2 | 0 | 0.00 |
| Wayne Hennessey | 35 | 1987-01-24 | Goalkeeper | 1575 | Wales | 18 | 0 | 0 | 0 | 0 | 5 | 23 | 0 | 0 | 0.00 |
| Wilfried Zaha | 29 | 1992-11-10 | Midfielder | 3041 | Ivory Coast | 34 | 10 | 5 | 0 | 0 | 10 | 45 | 10 | 1 | 0.30 |
knitr::include_graphics(path = "./Everton.png")
EVN <- filter(df, current_club == "Everton") %>% select(c('full_name','age','birthday_gmt','position', 'minutes_played_overall','nationality','appearances_overall','goals_overall','assists_overall','penalty_goals','penalty_misses','clean_sheets_overall','conceded_overall','yellow_cards_overall','red_cards_overall','goals_per_90_overall'))
kable(EVN, format = "html" ,caption = "Stats for Football Team Everton",align = "cccccccccccccccc") %>% kable_styling()
| full_name | age | birthday_gmt | position | minutes_played_overall | nationality | appearances_overall | goals_overall | assists_overall | penalty_goals | penalty_misses | clean_sheets_overall | conceded_overall | yellow_cards_overall | red_cards_overall | goals_per_90_overall |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| Ademola Lookman | 25 | 1997-10-20 | Forward | 601 | England | 21 | 0 | 2 | 0 | 0 | 8 | 7 | 0 | 0 | 0.00 |
| André Filipe Tavares Gomes | 29 | 1993-07-30 | Midfielder | 1986 | Portugal | 27 | 1 | 1 | 0 | 0 | 10 | 27 | 7 | 0 | 0.05 |
| Bernard Anício Caldeira Duarte | 30 | 1992-09-08 | Midfielder | 2128 | Brazil | 34 | 1 | 3 | 0 | 0 | 14 | 19 | 5 | 0 | 0.04 |
| Cenk Tosun | 31 | 1991-06-07 | Forward | 1050 | Turkey | 25 | 3 | 3 | 0 | 0 | 7 | 16 | 3 | 0 | 0.26 |
| Dominic Calvert-Lewin | 25 | 1997-03-16 | Forward | 1774 | England | 35 | 6 | 2 | 0 | 0 | 13 | 24 | 3 | 0 | 0.30 |
| Gylfi Sigurdsson | 33 | 1989-09-08 | Midfielder | 3134 | Iceland | 38 | 13 | 6 | 2 | 3 | 14 | 40 | 3 | 0 | 0.37 |
| Idrissa Gana Gueye | 33 | 1989-09-26 | Midfielder | 2825 | Senegal | 33 | 0 | 2 | 0 | 0 | 13 | 29 | 6 | 0 | 0.00 |
| James McCarthy | 31 | 1990-11-12 | Midfielder | 14 | Republic of Ireland | 1 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0.00 |
| Jonjoe Kenny | 25 | 1997-03-15 | Defender | 790 | England | 10 | 0 | 1 | 0 | 0 | 2 | 14 | 1 | 0 | 0.00 |
| Jordan Pickford | 28 | 1994-03-07 | Goalkeeper | 3420 | England | 38 | 0 | 0 | 0 | 0 | 14 | 44 | 1 | 0 | 0.00 |
| Kieran Dowell | 25 | 1997-10-10 | Midfielder | 0 | England | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0.00 |
| Kurt Zouma | 28 | 1994-10-27 | Defender | 2610 | France | 32 | 2 | 2 | 0 | 0 | 11 | 37 | 5 | 1 | 0.07 |
| Leighton Baines | 37 | 1984-12-11 | Defender | 376 | England | 6 | 0 | 0 | 0 | 0 | 1 | 6 | 0 | 0 | 0.00 |
| Lucas Digne | 29 | 1993-07-20 | Defender | 2990 | France | 35 | 4 | 4 | 0 | 0 | 14 | 36 | 6 | 1 | 0.12 |
| Maarten Stekelenburg | 40 | 1982-09-22 | Goalkeeper | 0 | Netherlands | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0.00 |
| Mason Holgate | 26 | 1996-10-22 | Defender | 407 | England | 5 | 0 | 0 | 0 | 0 | 0 | 9 | 1 | 0 | 0.00 |
| Michael Keane | 29 | 1993-01-11 | Defender | 2970 | England | 33 | 1 | 2 | 0 | 0 | 13 | 37 | 2 | 0 | 0.03 |
| Morgan Schneiderlin | 32 | 1989-11-08 | Midfielder | 833 | France | 14 | 0 | 1 | 0 | 0 | 7 | 9 | 2 | 0 | 0.00 |
| Phil Jagielka | 40 | 1982-08-17 | Defender | 329 | England | 7 | 1 | 0 | 0 | 0 | 5 | 2 | 1 | 1 | 0.27 |
| Richarlison de Andrade | 25 | 1997-05-10 | Forward | 2679 | Brazil | 35 | 13 | 1 | 0 | 0 | 14 | 32 | 6 | 1 | 0.44 |
| Sandro Ramirez | 27 | 1995-07-09 | Forward | 0 | Spain | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0.00 |
| Séamus Coleman | 34 | 1988-10-11 | Defender | 2560 | Republic of Ireland | 29 | 2 | 2 | 0 | 0 | 13 | 29 | 1 | 0 | 0.07 |
| Theo Walcott | 33 | 1989-03-16 | Forward | 2122 | England | 37 | 5 | 2 | 0 | 0 | 13 | 33 | 1 | 0 | 0.21 |
| Tom Davies | 24 | 1998-06-30 | Midfielder | 975 | England | 16 | 0 | 0 | 0 | 0 | 5 | 18 | 3 | 0 | 0.00 |
| Tyias Browning | 28 | 1994-05-27 | Defender | 0 | England | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0.00 |
| Yerry Fernando Mina González | 28 | 1994-09-23 | Defender | 890 | Colombia | 13 | 1 | 0 | 0 | 0 | 4 | 12 | 3 | 0 | 0.10 |
knitr::include_graphics(path = "./Fulham.png")
FLM <- filter(df, current_club == "Fulham") %>% select(c('full_name','age','birthday_gmt','position', 'minutes_played_overall','nationality','appearances_overall','goals_overall','assists_overall','penalty_goals','penalty_misses','clean_sheets_overall','conceded_overall','yellow_cards_overall','red_cards_overall','goals_per_90_overall'))
kable(FLM, format = "html" ,caption = "Stats for Football Team Fulham",align = "cccccccccccccccc") %>% kable_styling()
| full_name | age | birthday_gmt | position | minutes_played_overall | nationality | appearances_overall | goals_overall | assists_overall | penalty_goals | penalty_misses | clean_sheets_overall | conceded_overall | yellow_cards_overall | red_cards_overall | goals_per_90_overall |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| Aboubakar Kamara | 27 | 1995-03-07 | Forward | 687 | France | 13 | 3 | 0 | 1 | 1 | 2 | 16 | 2 | 0 | 0.39 |
| Aleksandar Mitrović | 28 | 1994-09-16 | Forward | 3282 | Serbia | 37 | 11 | 3 | 1 | 0 | 5 | 74 | 7 | 0 | 0.30 |
| Alfie Mawson | 28 | 1994-01-19 | Defender | 1131 | England | 15 | 0 | 0 | 0 | 0 | 3 | 25 | 2 | 0 | 0.00 |
| André Schürrle | 31 | 1990-11-06 | Midfielder | 1650 | Germany | 24 | 6 | 0 | 0 | 0 | 1 | 42 | 2 | 0 | 0.33 |
| André-Frank Zambo Anguissa | 26 | 1995-11-16 | Midfielder | 1518 | Cameroon | 22 | 0 | 0 | 0 | 0 | 3 | 30 | 3 | 1 | 0.00 |
| Calum Chambers | 27 | 1995-01-20 | Defender | 2587 | England | 31 | 2 | 0 | 0 | 0 | 5 | 49 | 9 | 0 | 0.07 |
| Cyrus Christie | 30 | 1992-09-30 | Defender | 1943 | Republic of Ireland | 28 | 0 | 1 | 0 | 0 | 5 | 40 | 7 | 0 | 0.00 |
| Denis Odoi | 34 | 1988-05-27 | Defender | 2593 | Belgium | 31 | 0 | 1 | 0 | 0 | 5 | 59 | 4 | 0 | 0.00 |
| Fabricio Martín Agosto Ramírez | 34 | 1987-12-31 | Goalkeeper | 180 | Spain | 2 | 0 | 0 | 0 | 0 | 0 | 5 | 0 | 0 | 0.00 |
| Floyd Ayité | 33 | 1988-12-15 | Midfielder | 465 | Togo | 16 | 1 | 0 | 0 | 0 | 3 | 13 | 0 | 0 | 0.19 |
| Håvard Nordtveit | 32 | 1990-06-21 | Midfielder | 361 | Norway | 5 | 0 | 1 | 0 | 0 | 1 | 9 | 0 | 0 | 0.00 |
| Ibrahima Cissé | 28 | 1994-02-28 | Midfielder | 87 | Belgium | 3 | 0 | 0 | 0 | 0 | 0 | 3 | 0 | 0 | 0.00 |
| Jean Michau00ebl Seri | 31 | 1991-07-19 | Midfielder | 2252 | Ivory Coast | 32 | 1 | 2 | 0 | 0 | 4 | 53 | 6 | 0 | 0.04 |
| Joe Bryan | 29 | 1993-09-17 | Defender | 2350 | England | 28 | 0 | 1 | 0 | 0 | 5 | 51 | 5 | 0 | 0.00 |
| Kevin McDonald | 33 | 1988-11-04 | Midfielder | 842 | Scotland | 15 | 0 | 0 | 0 | 0 | 0 | 25 | 6 | 1 | 0.00 |
| Lazar Marković | 28 | 1994-03-02 | Midfielder | 44 | Serbia | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0.00 |
| Luca de la Torre | 24 | 1998-05-23 | Midfielder | 0 | USA | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0.00 |
| Luciano Vietto | 28 | 1993-12-05 | Forward | 983 | Argentina | 20 | 1 | 4 | 0 | 0 | 1 | 21 | 1 | 0 | 0.09 |
| Marcus Bettinelli | 30 | 1992-05-24 | Goalkeeper | 630 | England | 7 | 0 | 0 | 0 | 0 | 0 | 19 | 1 | 0 | 0.00 |
| Maxime Le Marchand | 33 | 1989-10-11 | Defender | 2251 | France | 26 | 0 | 1 | 0 | 0 | 4 | 50 | 5 | 0 | 0.00 |
| Neeskens Kebano | 30 | 1992-03-10 | Midfielder | 103 | Congo DR | 7 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0.00 |
| Ryan Guno Babel | 35 | 1986-12-19 | Forward | 1260 | Netherlands | 16 | 5 | 3 | 0 | 0 | 3 | 24 | 3 | 0 | 0.36 |
| Ryan Sessegnon | 22 | 2000-05-18 | Defender | 2298 | England | 35 | 2 | 6 | 0 | 0 | 4 | 58 | 0 | 0 | 0.08 |
| Sergio Rico | 29 | 1993-09-01 | Goalkeeper | 2610 | Spain | 29 | 0 | 0 | 0 | 0 | 5 | 53 | 1 | 0 | 0.00 |
| Stefan Marius Johansen | 31 | 1991-01-08 | Midfielder | 412 | Norway | 12 | 0 | 0 | 0 | 0 | 0 | 11 | 4 | 0 | 0.00 |
| Tim Ream | 35 | 1987-10-05 | Defender | 2051 | USA | 26 | 0 | 0 | 0 | 0 | 5 | 47 | 1 | 0 | 0.00 |
| Timothy Fosu-Mensah | 24 | 1998-01-02 | Defender | 795 | Netherlands | 12 | 0 | 0 | 0 | 0 | 1 | 18 | 3 | 0 | 0.00 |
| Tom Cairney | 31 | 1991-01-20 | Midfielder | 2198 | Scotland | 31 | 1 | 1 | 0 | 0 | 4 | 49 | 0 | 0 | 0.04 |
| Zeze Steven Sessegnon | 22 | 2000-05-18 | Defender | 0 | England | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0.00 |
knitr::include_graphics(path = "./Huddersfield_Town.png")
HFT <- filter(df, current_club == "Huddersfield Town") %>% select(c('full_name','age','birthday_gmt','position', 'minutes_played_overall','nationality','appearances_overall','goals_overall','assists_overall','penalty_goals','penalty_misses','clean_sheets_overall','conceded_overall','yellow_cards_overall','red_cards_overall','goals_per_90_overall'))
kable(HFT, format = "html" ,caption = "Stats for Football Team Huddersfield Town",align = "cccccccccccccccc") %>% kable_styling()
| full_name | age | birthday_gmt | position | minutes_played_overall | nationality | appearances_overall | goals_overall | assists_overall | penalty_goals | penalty_misses | clean_sheets_overall | conceded_overall | yellow_cards_overall | red_cards_overall | goals_per_90_overall |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| Aaron Mooy | 32 | 1990-09-15 | Midfielder | 2327 | Australia | 29 | 3 | 1 | 1 | 0 | 4 | 46 | 4 | 0 | 0.12 |
| Aaron Rowe | 22 | 2000-09-07 | Forward | 69 | England | 2 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0.00 |
| Abdelhamid Sabiri | 25 | 1996-11-28 | Midfielder | 49 | Morocco | 2 | 0 | 0 | 0 | 0 | 0 | 3 | 0 | 0 | 0.00 |
| Adama Diakhaby | 26 | 1996-07-05 | Forward | 551 | France | 12 | 0 | 0 | 0 | 0 | 1 | 16 | 1 | 0 | 0.00 |
| Alex Pritchard | 29 | 1993-05-03 | Midfielder | 2092 | England | 30 | 2 | 0 | 0 | 0 | 4 | 39 | 2 | 0 | 0.09 |
| Ben Hamer | 34 | 1987-11-20 | Goalkeeper | 553 | England | 7 | 0 | 0 | 0 | 0 | 1 | 20 | 0 | 0 | 0.00 |
| Chris Löwe | 33 | 1989-04-16 | Defender | 2056 | Germany | 29 | 0 | 2 | 0 | 0 | 1 | 52 | 2 | 0 | 0.00 |
| Christopher Schindler | 32 | 1990-04-29 | Defender | 3262 | Germany | 37 | 1 | 0 | 0 | 0 | 5 | 69 | 6 | 1 | 0.03 |
| Collin Quaner | 31 | 1991-06-18 | Forward | 37 | Germany | 2 | 0 | 0 | 0 | 0 | 0 | 2 | 0 | 0 | 0.00 |
| Daniel Williams | 33 | 1989-03-08 | Midfielder | 93 | USA | 5 | 0 | 0 | 0 | 0 | 1 | 1 | 1 | 0 | 0.00 |
| Demeaco Duhaney | 24 | 1998-10-13 | Defender | 46 | England | 1 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0.00 |
| Elias Kachunga | 30 | 1992-04-22 | Forward | 1181 | Congo DR | 20 | 0 | 0 | 0 | 0 | 2 | 28 | 2 | 0 | 0.00 |
| Erik Durm | 30 | 1992-05-12 | Defender | 2052 | Germany | 28 | 0 | 1 | 0 | 0 | 3 | 43 | 0 | 0 | 0.00 |
| Florent Hadergjonaj | 28 | 1994-07-31 | Defender | 1840 | Switzerland | 24 | 0 | 0 | 0 | 0 | 4 | 34 | 1 | 0 | 0.00 |
| Isaac Mbenza | 26 | 1996-03-08 | Forward | 981 | Belgium | 22 | 1 | 1 | 0 | 0 | 4 | 25 | 1 | 0 | 0.09 |
| Jason Puncheon | 36 | 1986-06-26 | Midfielder | 391 | England | 11 | 0 | 0 | 0 | 0 | 3 | 8 | 1 | 0 | 0.00 |
| Joel Coleman | 27 | 1995-09-26 | Goalkeeper | 90 | England | 1 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0.00 |
| Jon Gorenc Stankovič | 26 | 1996-01-14 | Defender | 718 | Slovenia | 11 | 1 | 0 | 0 | 0 | 2 | 19 | 2 | 0 | 0.13 |
| Jonas Lössl | 33 | 1989-02-01 | Goalkeeper | 2777 | Denmark | 31 | 0 | 1 | 0 | 0 | 5 | 52 | 1 | 0 | 0.00 |
| Jonathan Hogg | 33 | 1988-12-06 | Midfielder | 2377 | England | 29 | 0 | 1 | 0 | 0 | 5 | 42 | 9 | 1 | 0.00 |
| Juninho Bacuna | 25 | 1997-08-07 | Midfielder | 1414 | Netherlands | 21 | 1 | 0 | 0 | 0 | 2 | 36 | 4 | 0 | 0.06 |
| Karlan Ahearne-Grant | 24 | 1997-12-19 | Forward | 874 | England | 13 | 4 | 0 | 0 | 0 | 1 | 22 | 0 | 0 | 0.41 |
| Laurent Depoitre | 33 | 1988-12-07 | Forward | 1059 | Belgium | 23 | 0 | 1 | 0 | 0 | 3 | 22 | 1 | 0 | 0.00 |
| Mathias Jattah-Njie Jørgensen | 32 | 1990-04-23 | Defender | 2148 | Denmark | 24 | 3 | 1 | 0 | 0 | 3 | 37 | 6 | 0 | 0.13 |
| Matty Daly | 21 | 2001-03-10 | Midfielder | 73 | England | 2 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0.00 |
| Philip Billing | 26 | 1996-06-11 | Midfielder | 2192 | Denmark | 27 | 2 | 0 | 0 | 0 | 5 | 41 | 7 | 0 | 0.08 |
| Rajiv van La Parra | 31 | 1991-06-04 | Midfielder | 407 | Netherlands | 5 | 0 | 0 | 0 | 0 | 1 | 6 | 0 | 0 | 0.00 |
| Ramadan Sobhi | 25 | 1997-01-23 | Forward | 75 | Egypt | 4 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0.00 |
| Ryan Schofield | 22 | 1999-12-11 | Goalkeeper | 0 | England | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0.00 |
| Steve Mounié | 28 | 1994-09-29 | Forward | 1777 | Benin | 31 | 2 | 3 | 0 | 0 | 5 | 34 | 2 | 1 | 0.10 |
| Terence Kongolo | 28 | 1994-02-14 | Defender | 2722 | Netherlands | 32 | 1 | 1 | 0 | 0 | 4 | 62 | 4 | 0 | 0.03 |
| Tom Smith | 30 | 1992-04-14 | Defender | 1141 | England | 15 | 0 | 0 | 0 | 0 | 1 | 34 | 3 | 1 | 0.00 |
knitr::include_graphics(path = "./Leicester_City.png")
LSC <- filter(df, current_club == "Leicester City") %>% select(c('full_name','age','birthday_gmt','position', 'minutes_played_overall','nationality','appearances_overall','goals_overall','assists_overall','penalty_goals','penalty_misses','clean_sheets_overall','conceded_overall','yellow_cards_overall','red_cards_overall','goals_per_90_overall'))
kable(LSC, format = "html" ,caption = "Stats for Football Team Leicester City",align = "cccccccccccccccc") %>% kable_styling()
| full_name | age | birthday_gmt | position | minutes_played_overall | nationality | appearances_overall | goals_overall | assists_overall | penalty_goals | penalty_misses | clean_sheets_overall | conceded_overall | yellow_cards_overall | red_cards_overall | goals_per_90_overall |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| Adrien Sebastian Perruchet Silva | 33 | 1989-03-15 | Midfielder | 88 | Portugal | 2 | 0 | 0 | 0 | 0 | 1 | 1 | 0 | 0 | 0.00 |
| Ben Chilwell | 25 | 1996-12-21 | Defender | 3240 | England | 36 | 0 | 4 | 0 | 0 | 10 | 39 | 4 | 0 | 0.00 |
| Caglar Söyüncü | 26 | 1996-05-23 | Defender | 371 | Turkey | 6 | 0 | 0 | 0 | 0 | 2 | 3 | 1 | 0 | 0.00 |
| Christian Fuchs | 36 | 1986-04-07 | Defender | 206 | Austria | 3 | 0 | 0 | 0 | 0 | 0 | 4 | 0 | 0 | 0.00 |
| Daniel Amartey | 27 | 1994-12-21 | Midfielder | 640 | Ghana | 9 | 0 | 0 | 0 | 0 | 2 | 9 | 2 | 0 | 0.00 |
| Danny Simpson | 35 | 1987-01-04 | Defender | 291 | England | 6 | 0 | 0 | 0 | 0 | 3 | 4 | 0 | 0 | 0.00 |
| Danny Ward | 29 | 1993-06-22 | Goalkeeper | 0 | Wales | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0.00 |
| Demarai Gray | 26 | 1996-06-28 | Midfielder | 1992 | England | 34 | 4 | 1 | 0 | 0 | 8 | 26 | 2 | 0 | 0.18 |
| Fousseni Diabaté | 27 | 1995-10-18 | Midfielder | 55 | Mali | 1 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0.00 |
| Hamza Choudhury | 25 | 1997-10-01 | Midfielder | 596 | England | 9 | 0 | 0 | 0 | 0 | 4 | 4 | 0 | 0 | 0.00 |
| Harry Maguire | 29 | 1993-03-05 | Defender | 2599 | England | 31 | 3 | 0 | 0 | 0 | 7 | 36 | 7 | 1 | 0.10 |
| Harvey Lewis Barnes | 24 | 1997-12-09 | Midfielder | 1007 | England | 16 | 1 | 2 | 0 | 0 | 3 | 16 | 0 | 0 | 0.09 |
| James Maddison | 25 | 1996-11-23 | Midfielder | 2850 | England | 36 | 7 | 7 | 1 | 1 | 8 | 39 | 5 | 1 | 0.22 |
| Jamie Vardy | 35 | 1987-01-11 | Forward | 2735 | England | 34 | 18 | 4 | 4 | 1 | 10 | 33 | 4 | 1 | 0.59 |
| Jonny Evans | 34 | 1988-01-03 | Defender | 1995 | Northern Ireland | 24 | 1 | 0 | 0 | 0 | 8 | 22 | 2 | 0 | 0.05 |
| Josh Knight | 25 | 1997-09-07 | Defender | 0 | England | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0.00 |
| Kasper Schmeichel | 35 | 1986-11-05 | Goalkeeper | 3420 | Denmark | 38 | 0 | 0 | 0 | 0 | 10 | 43 | 3 | 0 | 0.00 |
| Kelechi Iheanacho | 26 | 1996-10-03 | Forward | 926 | Nigeria | 30 | 1 | 3 | 0 | 0 | 6 | 11 | 2 | 0 | 0.10 |
| Marc Albrighton | 32 | 1989-11-18 | Midfielder | 1626 | England | 27 | 2 | 2 | 0 | 0 | 9 | 17 | 3 | 0 | 0.11 |
| Nampalys Mendy | 30 | 1992-06-23 | Midfielder | 2088 | France | 31 | 0 | 0 | 0 | 0 | 9 | 26 | 5 | 0 | 0.00 |
| Onyinye Wilfred Ndidi | 25 | 1996-12-16 | Midfielder | 3299 | Nigeria | 38 | 2 | 0 | 0 | 0 | 10 | 42 | 8 | 0 | 0.05 |
| Rachid Ghezzal | 30 | 1992-05-09 | Forward | 738 | Algeria | 19 | 1 | 0 | 0 | 0 | 3 | 12 | 3 | 0 | 0.12 |
| Ricardo Domingos Barbosa Pereira | 29 | 1993-10-06 | Defender | 3125 | Portugal | 35 | 2 | 6 | 0 | 0 | 10 | 40 | 7 | 0 | 0.06 |
| Shinji Okazaki | 36 | 1986-04-16 | Forward | 269 | Japan | 21 | 0 | 1 | 0 | 0 | 2 | 1 | 0 | 0 | 0.00 |
| Vicente Iborra De La Fuente | 34 | 1988-01-16 | Midfielder | 226 | Spain | 8 | 0 | 0 | 0 | 0 | 3 | 4 | 0 | 0 | 0.00 |
| Wes Morgan | 38 | 1984-01-21 | Defender | 1926 | Jamaica | 22 | 3 | 0 | 0 | 0 | 6 | 24 | 5 | 2 | 0.14 |
| Youri Tielemans | 25 | 1997-05-07 | Midfielder | 1092 | Belgium | 13 | 3 | 4 | 0 | 0 | 3 | 13 | 2 | 0 | 0.25 |
knitr::include_graphics(path = "./Liverpool_FC.png")
LVP <- filter(df, current_club == "Liverpool") %>% select(c('full_name','age','birthday_gmt','position', 'minutes_played_overall','nationality','appearances_overall','goals_overall','assists_overall','penalty_goals','penalty_misses','clean_sheets_overall','conceded_overall','yellow_cards_overall','red_cards_overall','goals_per_90_overall'))
kable(LVP, format = "html" ,caption = "Stats for Football Team Liverpool ",align = "cccccccccccccccc") %>% kable_styling()
| full_name | age | birthday_gmt | position | minutes_played_overall | nationality | appearances_overall | goals_overall | assists_overall | penalty_goals | penalty_misses | clean_sheets_overall | conceded_overall | yellow_cards_overall | red_cards_overall | goals_per_90_overall |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| Adam David Lallana | 34 | 1988-05-10 | Midfielder | 465 | England | 13 | 0 | 0 | 0 | 0 | 6 | 2 | 1 | 0 | 0.00 |
| Alberto Moreno | 30 | 1992-07-05 | Defender | 155 | Spain | 2 | 0 | 0 | 0 | 0 | 0 | 2 | 0 | 0 | 0.00 |
| Alex Oxlade-Chamberlain | 29 | 1993-08-15 | Midfielder | 19 | England | 2 | 0 | 0 | 0 | 0 | 2 | 0 | 0 | 0 | 0.00 |
| Alisson Becker | 30 | 1992-10-02 | Goalkeeper | 3420 | Brazil | 38 | 0 | 0 | 0 | 0 | 21 | 19 | 1 | 0 | 0.00 |
| Andrew Robertson | 28 | 1994-03-11 | Defender | 3219 | Scotland | 36 | 0 | 11 | 0 | 0 | 21 | 17 | 4 | 0 | 0.00 |
| Curtis Jones | 21 | 2001-01-30 | Midfielder | 0 | England | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0.00 |
| Daniel Sturridge | 33 | 1989-09-01 | Forward | 496 | England | 18 | 2 | 1 | 0 | 0 | 10 | 3 | 1 | 0 | 0.36 |
| Dejan Lovren | 33 | 1989-07-05 | Defender | 985 | Croatia | 13 | 1 | 0 | 0 | 0 | 6 | 7 | 1 | 0 | 0.09 |
| Divock Origi | 27 | 1995-04-18 | Forward | 366 | Belgium | 12 | 3 | 1 | 0 | 0 | 7 | 2 | 0 | 0 | 0.74 |
| Fabinho | 29 | 1993-10-23 | Midfielder | 2013 | Brazil | 28 | 1 | 2 | 0 | 0 | 15 | 13 | 6 | 0 | 0.04 |
| Georginio Wijnaldum | 31 | 1990-11-11 | Midfielder | 2735 | Netherlands | 35 | 3 | 0 | 0 | 0 | 21 | 15 | 3 | 0 | 0.10 |
| James Milner | 36 | 1986-01-04 | Midfielder | 1785 | England | 31 | 5 | 4 | 3 | 0 | 18 | 11 | 7 | 1 | 0.25 |
| Joe Gomez | 25 | 1997-05-23 | Defender | 1060 | England | 16 | 0 | 0 | 0 | 0 | 11 | 3 | 2 | 0 | 0.00 |
| Joel Matip | 31 | 1991-08-08 | Defender | 1532 | Cameroon | 22 | 1 | 0 | 0 | 0 | 11 | 9 | 3 | 0 | 0.06 |
| Jordan Henderson | 32 | 1990-06-17 | Midfielder | 1983 | England | 32 | 1 | 3 | 0 | 0 | 19 | 11 | 3 | 1 | 0.05 |
| Loris Karius | 29 | 1993-06-22 | Goalkeeper | 0 | Germany | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0.00 |
| Mohamed Salah | 30 | 1992-06-15 | Forward | 3262 | Egypt | 38 | 22 | 8 | 3 | 0 | 21 | 18 | 1 | 0 | 0.61 |
| Naby Deco Keïta | 27 | 1995-02-10 | Midfielder | 1392 | Guinea | 25 | 2 | 1 | 0 | 0 | 15 | 7 | 0 | 0 | 0.13 |
| Rafael Euclides Soares Camacho | 22 | 2000-05-22 | Midfielder | 0 | Portugal | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0.00 |
| Roberto Firmino | 31 | 1991-10-02 | Forward | 2620 | Brazil | 34 | 12 | 6 | 1 | 0 | 18 | 13 | 0 | 0 | 0.41 |
| Sadio Mané | 30 | 1992-04-10 | Forward | 3086 | Senegal | 36 | 22 | 1 | 0 | 0 | 20 | 18 | 2 | 0 | 0.64 |
| Simon Mignolet | 34 | 1988-03-06 | Goalkeeper | 0 | Belgium | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0.00 |
| Trent Alexander-Arnold | 24 | 1998-10-07 | Defender | 2467 | England | 29 | 1 | 12 | 0 | 0 | 16 | 14 | 3 | 0 | 0.04 |
| Virgil van Dijk | 31 | 1991-07-08 | Defender | 3385 | Netherlands | 38 | 4 | 2 | 0 | 0 | 21 | 19 | 1 | 0 | 0.11 |
| Xherdan Shaqiri | 31 | 1991-10-10 | Midfielder | 1058 | Switzerland | 24 | 6 | 3 | 0 | 0 | 12 | 5 | 2 | 0 | 0.51 |
knitr::include_graphics(path = "./Manchester_City.png")
MCC <- filter(df, current_club == "Manchester City") %>% select(c('full_name','age','birthday_gmt','position', 'minutes_played_overall','nationality','appearances_overall','goals_overall','assists_overall','penalty_goals','penalty_misses','clean_sheets_overall','conceded_overall','yellow_cards_overall','red_cards_overall','goals_per_90_overall'))
kable(MCC, format = "html" ,caption = "Stats for Football Team Manchester City",align = "cccccccccccccccc") %>% kable_styling()
| full_name | age | birthday_gmt | position | minutes_played_overall | nationality | appearances_overall | goals_overall | assists_overall | penalty_goals | penalty_misses | clean_sheets_overall | conceded_overall | yellow_cards_overall | red_cards_overall | goals_per_90_overall |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| Arijanet Muric | 23 | 1998-11-07 | Goalkeeper | 0 | Montenegro | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0.00 |
| Aymeric Laporte | 28 | 1994-05-27 | Defender | 3057 | France | 35 | 3 | 3 | 0 | 0 | 18 | 21 | 3 | 0 | 0.09 |
| Benjamin Mendy | 28 | 1994-07-17 | Defender | 900 | France | 10 | 0 | 5 | 0 | 0 | 4 | 6 | 1 | 0 | 0.00 |
| Bernardo Silva | 28 | 1994-08-10 | Midfielder | 2853 | Portugal | 36 | 7 | 7 | 0 | 0 | 18 | 22 | 3 | 0 | 0.22 |
| Claudio Andrés Bravo Muñoz | 39 | 1983-04-13 | Goalkeeper | 0 | Chile | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0.00 |
| Danilo | 31 | 1991-07-15 | Defender | 806 | Brazil | 11 | 1 | 0 | 0 | 0 | 5 | 7 | 1 | 0 | 0.11 |
| David Silva | 36 | 1986-01-08 | Midfielder | 2411 | Spain | 33 | 6 | 8 | 0 | 0 | 17 | 14 | 3 | 0 | 0.22 |
| Ederson | 29 | 1993-08-17 | Goalkeeper | 3420 | Brazil | 38 | 0 | 1 | 0 | 0 | 20 | 23 | 2 | 0 | 0.00 |
| Fabian Delph | 32 | 1989-11-21 | Midfielder | 725 | England | 11 | 0 | 1 | 0 | 0 | 4 | 9 | 2 | 1 | 0.00 |
| Fernando Luiz Rosa | 37 | 1985-05-04 | Midfielder | 2381 | Brazil | 29 | 1 | 3 | 0 | 0 | 16 | 15 | 5 | 0 | 0.04 |
| Gabriel Jesus | 25 | 1997-04-03 | Forward | 1019 | Brazil | 29 | 7 | 3 | 1 | 0 | 16 | 11 | 1 | 0 | 0.62 |
| İlkay Gündoğan | 32 | 1990-10-24 | Midfielder | 2135 | Germany | 31 | 6 | 3 | 0 | 0 | 15 | 15 | 3 | 0 | 0.25 |
| John Stones | 28 | 1994-05-28 | Defender | 1762 | England | 24 | 0 | 0 | 0 | 0 | 13 | 15 | 1 | 0 | 0.00 |
| Kevin De Bruyne | 31 | 1991-06-28 | Midfielder | 974 | Belgium | 19 | 2 | 2 | 0 | 0 | 12 | 3 | 2 | 0 | 0.18 |
| Kyle Walker | 32 | 1990-05-28 | Defender | 2777 | England | 33 | 1 | 1 | 0 | 0 | 18 | 17 | 3 | 0 | 0.03 |
| Leroy Sané | 26 | 1996-01-11 | Midfielder | 1867 | Germany | 31 | 10 | 10 | 0 | 0 | 16 | 14 | 1 | 0 | 0.48 |
| Nicolas Otamendi | 34 | 1988-02-12 | Defender | 1233 | Argentina | 18 | 0 | 0 | 0 | 0 | 10 | 7 | 1 | 0 | 0.00 |
| Oleksandr Zinchenko | 25 | 1996-12-15 | Midfielder | 1153 | Ukraine | 14 | 0 | 3 | 0 | 0 | 10 | 4 | 1 | 0 | 0.00 |
| Philip Foden | 22 | 2000-05-28 | Midfielder | 327 | England | 13 | 1 | 0 | 0 | 0 | 8 | 0 | 0 | 0 | 0.28 |
| Philippe Sandler | 25 | 1997-02-10 | Defender | 0 | Netherlands | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0.00 |
| Raheem Sterling | 27 | 1994-12-08 | Forward | 2777 | England | 34 | 17 | 10 | 0 | 0 | 18 | 19 | 3 | 0 | 0.55 |
| Riyad Mahrez | 31 | 1991-02-21 | Midfielder | 1339 | Algeria | 27 | 7 | 4 | 0 | 1 | 13 | 9 | 0 | 0 | 0.47 |
| Sergio Aguero | 34 | 1988-06-02 | Forward | 2480 | Argentina | 33 | 21 | 8 | 2 | 0 | 19 | 15 | 3 | 0 | 0.76 |
| Vincent Kompany | 36 | 1986-04-10 | Defender | 1223 | Belgium | 17 | 1 | 0 | 0 | 0 | 7 | 7 | 6 | 0 | 0.07 |
knitr::include_graphics(path = "./Manchester_United.png")
MCU <- filter(df, current_club == "Manchester United") %>% select(c('full_name','age','birthday_gmt','position', 'minutes_played_overall','nationality','appearances_overall','goals_overall','assists_overall','penalty_goals','penalty_misses','clean_sheets_overall','conceded_overall','yellow_cards_overall','red_cards_overall','goals_per_90_overall'))
kable(MCU, format = "html" ,caption = "Stats for Football Team Manchester United",align = "cccccccccccccccc") %>% kable_styling()
| full_name | age | birthday_gmt | position | minutes_played_overall | nationality | appearances_overall | goals_overall | assists_overall | penalty_goals | penalty_misses | clean_sheets_overall | conceded_overall | yellow_cards_overall | red_cards_overall | goals_per_90_overall |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| Alexis Sanchez | 33 | 1988-12-19 | Forward | 877 | Chile | 20 | 1 | 3 | 0 | 0 | 6 | 8 | 3 | 0 | 0.10 |
| Ander Herrera | 33 | 1989-08-14 | Midfielder | 1404 | Spain | 22 | 2 | 3 | 0 | 0 | 6 | 17 | 4 | 0 | 0.13 |
| Andreas Pereira | 26 | 1996-01-01 | Midfielder | 595 | Brazil | 15 | 1 | 1 | 0 | 0 | 1 | 10 | 5 | 0 | 0.15 |
| Angel Gomes | 22 | 2000-08-31 | Midfielder | 25 | England | 2 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0.00 |
| Anthony Martial | 26 | 1995-12-05 | Forward | 1623 | France | 27 | 10 | 2 | 1 | 0 | 5 | 25 | 2 | 0 | 0.55 |
| Antonio Valencia | 37 | 1985-08-04 | Defender | 466 | Ecuador | 6 | 0 | 0 | 0 | 0 | 2 | 5 | 2 | 0 | 0.00 |
| Ashley Young | 37 | 1985-07-09 | Midfielder | 2568 | England | 30 | 2 | 2 | 0 | 0 | 4 | 41 | 10 | 1 | 0.07 |
| Chris Smalling | 32 | 1989-11-22 | Defender | 2128 | England | 24 | 1 | 0 | 0 | 0 | 4 | 34 | 1 | 0 | 0.04 |
| David de Gea | 31 | 1990-11-07 | Goalkeeper | 3420 | Spain | 38 | 0 | 0 | 0 | 0 | 7 | 51 | 1 | 0 | 0.00 |
| Eric Bertrand Bailly | 28 | 1994-04-12 | Defender | 637 | Ivory Coast | 12 | 0 | 0 | 0 | 0 | 3 | 12 | 1 | 1 | 0.00 |
| Faustino Marcos Alberto Rojo | 32 | 1990-03-20 | Defender | 211 | Argentina | 5 | 0 | 0 | 0 | 0 | 0 | 4 | 2 | 0 | 0.00 |
| Frederico Rodrigues Santos | 29 | 1993-03-05 | Midfielder | 1045 | Brazil | 17 | 1 | 1 | 0 | 0 | 0 | 19 | 2 | 0 | 0.09 |
| James Garner | 21 | 2001-03-13 | Defender | 0 | England | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0.00 |
| Jesse Lingard | 29 | 1992-12-15 | Midfielder | 1668 | England | 27 | 4 | 2 | 1 | 0 | 6 | 25 | 3 | 0 | 0.22 |
| José Diogo Dalot Teixeira | 23 | 1999-03-18 | Defender | 1015 | Portugal | 16 | 0 | 2 | 0 | 0 | 2 | 18 | 3 | 0 | 0.00 |
| Juan Mata | 34 | 1988-04-28 | Midfielder | 1294 | Spain | 22 | 3 | 2 | 0 | 0 | 4 | 14 | 3 | 0 | 0.21 |
| Lee Grant | 39 | 1983-01-27 | Goalkeeper | 0 | England | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0.00 |
| Luke Shaw | 27 | 1995-07-12 | Defender | 2592 | England | 29 | 1 | 4 | 0 | 0 | 6 | 36 | 11 | 0 | 0.03 |
| Marcus Rashford | 25 | 1997-10-31 | Forward | 2362 | England | 33 | 10 | 6 | 0 | 0 | 6 | 34 | 4 | 1 | 0.38 |
| Marouane Fellaini | 34 | 1987-11-22 | Midfielder | 744 | Belgium | 14 | 0 | 1 | 0 | 0 | 2 | 13 | 1 | 0 | 0.00 |
| Mason Greenwood | 21 | 2001-10-01 | Midfielder | 115 | England | 3 | 0 | 0 | 0 | 0 | 0 | 2 | 0 | 0 | 0.00 |
| Matteo Darmian | 32 | 1989-12-02 | Defender | 443 | Italy | 6 | 0 | 0 | 0 | 0 | 1 | 7 | 0 | 0 | 0.00 |
| Nemanja Matić | 34 | 1988-08-01 | Midfielder | 2441 | Serbia | 28 | 1 | 0 | 0 | 0 | 6 | 35 | 8 | 1 | 0.04 |
| Paul Pogba | 29 | 1993-03-15 | Midfielder | 3011 | France | 35 | 13 | 9 | 7 | 3 | 7 | 41 | 6 | 0 | 0.39 |
| Phil Jones | 30 | 1992-02-21 | Defender | 1263 | England | 18 | 0 | 1 | 0 | 0 | 4 | 16 | 1 | 0 | 0.00 |
| Romelu Lukaku | 29 | 1993-05-13 | Forward | 2130 | Belgium | 32 | 12 | 0 | 0 | 0 | 7 | 36 | 4 | 0 | 0.51 |
| Scott McTominay | 25 | 1996-12-08 | Midfielder | 861 | England | 16 | 2 | 0 | 0 | 0 | 3 | 17 | 1 | 0 | 0.21 |
| Sergio Germán Romero | 35 | 1987-02-22 | Goalkeeper | 0 | Argentina | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0.00 |
| Tahith Chong | 22 | 1999-12-04 | Forward | 36 | Netherlands | 2 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0.00 |
| Victor Nilsson Lindelöf | 28 | 1994-07-17 | Defender | 2602 | Sweden | 30 | 1 | 1 | 0 | 0 | 6 | 38 | 1 | 0 | 0.03 |
knitr::include_graphics(path = "./Newcastle_United.png")
NCU <- filter(df, current_club == "Newcastle United") %>% select(c('full_name','age','birthday_gmt','position', 'minutes_played_overall','nationality','appearances_overall','goals_overall','assists_overall','penalty_goals','penalty_misses','clean_sheets_overall','conceded_overall','yellow_cards_overall','red_cards_overall','goals_per_90_overall'))
kable(NCU, format = "html" ,caption = "Stats for Football Team Newcastle United",align = "cccccccccccccccc") %>% kable_styling()
| full_name | age | birthday_gmt | position | minutes_played_overall | nationality | appearances_overall | goals_overall | assists_overall | penalty_goals | penalty_misses | clean_sheets_overall | conceded_overall | yellow_cards_overall | red_cards_overall | goals_per_90_overall |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| Antonio Barreca | 27 | 1995-03-18 | Defender | 4 | Italy | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0.00 |
| Ayoze Perez | 29 | 1993-07-29 | Forward | 2929 | Spain | 37 | 12 | 2 | 0 | 0 | 11 | 34 | 2 | 0 | 0.37 |
| Callum Roberts | 25 | 1997-04-14 | Forward | 0 | England | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0.00 |
| Christian Atsu Twasam | 30 | 1992-01-10 | Midfielder | 1487 | Ghana | 28 | 1 | 0 | 0 | 0 | 8 | 16 | 2 | 0 | 0.06 |
| Ciaran Clark | 33 | 1989-09-26 | Defender | 857 | Republic of Ireland | 11 | 3 | 0 | 0 | 0 | 2 | 14 | 1 | 0 | 0.32 |
| DeAndre Yedlin | 29 | 1993-07-09 | Defender | 2475 | USA | 29 | 1 | 2 | 0 | 0 | 6 | 37 | 7 | 1 | 0.04 |
| Fabian Schär | 30 | 1991-12-20 | Defender | 2002 | Switzerland | 24 | 4 | 1 | 0 | 0 | 8 | 21 | 12 | 0 | 0.18 |
| Federico Fernández | 33 | 1989-02-21 | Defender | 1484 | Argentina | 19 | 0 | 1 | 0 | 0 | 4 | 22 | 2 | 0 | 0.00 |
| Florian Lejeune | 31 | 1991-05-20 | Defender | 1055 | France | 12 | 0 | 0 | 0 | 0 | 3 | 12 | 0 | 0 | 0.00 |
| Freddie Woodman | 25 | 1997-03-04 | Goalkeeper | 0 | England | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0.00 |
| Isaac Hayden | 27 | 1995-03-22 | Midfielder | 1886 | England | 25 | 1 | 4 | 0 | 0 | 7 | 25 | 4 | 1 | 0.05 |
| Jacob Murphy | 27 | 1995-02-24 | Midfielder | 300 | England | 9 | 0 | 1 | 0 | 0 | 1 | 7 | 0 | 0 | 0.00 |
| Jamal Lascelles | 28 | 1993-11-11 | Defender | 2748 | England | 32 | 0 | 1 | 0 | 0 | 11 | 33 | 4 | 0 | 0.00 |
| Jamie Sterry | 26 | 1995-11-21 | Defender | 0 | England | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0.00 |
| Javier Manquillo Gaitán | 28 | 1994-05-05 | Defender | 1097 | Spain | 18 | 0 | 3 | 0 | 0 | 6 | 12 | 2 | 0 | 0.00 |
| Jonjo Shelvey | 30 | 1992-02-27 | Midfielder | 944 | England | 16 | 1 | 1 | 0 | 0 | 5 | 11 | 1 | 0 | 0.10 |
| José Luis Sanmartín Mato | 32 | 1990-03-27 | Forward | 586 | Spain | 16 | 2 | 0 | 0 | 0 | 4 | 12 | 1 | 0 | 0.31 |
| Karl Darlow | 32 | 1990-10-08 | Goalkeeper | 0 | England | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0.00 |
| Kelland Watts | 23 | 1999-11-03 | Midfielder | 0 | England | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0.00 |
| Lewis Cass | 22 | 2000-02-27 | Defender | 0 | England | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0.00 |
| Martin Dúbravka | 33 | 1989-01-15 | Goalkeeper | 3420 | Slovakia | 38 | 0 | 0 | 0 | 0 | 11 | 44 | 1 | 0 | 0.00 |
| Matt Ritchie | 33 | 1989-09-10 | Midfielder | 2940 | Scotland | 36 | 2 | 8 | 1 | 1 | 11 | 37 | 9 | 0 | 0.06 |
| Miguel Ángel Almirón Rejala | 28 | 1994-02-10 | Midfielder | 763 | Paraguay | 10 | 0 | 0 | 0 | 0 | 3 | 10 | 0 | 0 | 0.00 |
| Mohamed Diamé | 35 | 1987-06-14 | Midfielder | 2165 | Senegal | 29 | 0 | 0 | 0 | 0 | 9 | 28 | 3 | 0 | 0.00 |
| Paul Dummett | 31 | 1991-09-26 | Defender | 1986 | Wales | 26 | 0 | 0 | 0 | 0 | 9 | 27 | 1 | 0 | 0.00 |
| Robert Kenedy Nunes do Nascimento | 26 | 1996-02-08 | Midfielder | 1344 | Brazil | 25 | 1 | 1 | 0 | 1 | 8 | 17 | 1 | 0 | 0.07 |
| Rondon | 33 | 1989-09-16 | Forward | 2609 | Venezuela | 32 | 11 | 7 | 0 | 0 | 10 | 29 | 1 | 0 | 0.38 |
| Sean Longstaff | 25 | 1997-10-30 | Midfielder | 688 | England | 9 | 1 | 0 | 0 | 0 | 3 | 8 | 2 | 0 | 0.13 |
| Sung-Yeung Ki | 33 | 1989-01-24 | Midfielder | 1302 | South Korea | 18 | 0 | 1 | 0 | 0 | 5 | 18 | 2 | 0 | 0.00 |
| Yoshinori Muto | 30 | 1992-07-15 | Forward | 516 | Japan | 17 | 1 | 0 | 0 | 0 | 5 | 10 | 1 | 0 | 0.17 |
knitr::include_graphics(path = "./Southampton.png")
SHN <- filter(df, current_club == "Southampton") %>% select(c('full_name','age','birthday_gmt','position', 'minutes_played_overall','nationality','appearances_overall','goals_overall','assists_overall','penalty_goals','penalty_misses','clean_sheets_overall','conceded_overall','yellow_cards_overall','red_cards_overall','goals_per_90_overall'))
kable(SHN, format = "html" ,caption = "Stats for Football Team Southampton",align = "cccccccccccccccc") %>% kable_styling()
| full_name | age | birthday_gmt | position | minutes_played_overall | nationality | appearances_overall | goals_overall | assists_overall | penalty_goals | penalty_misses | clean_sheets_overall | conceded_overall | yellow_cards_overall | red_cards_overall | goals_per_90_overall |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| Alex McCarthy | 32 | 1989-12-03 | Goalkeeper | 2250 | England | 25 | 0 | 0 | 0 | 0 | 4 | 37 | 1 | 0 | 0.00 |
| Alfie Jones | 25 | 1997-10-07 | Defender | 0 | England | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0.00 |
| Angus Gunn | 26 | 1996-01-22 | Goalkeeper | 1080 | England | 12 | 0 | 0 | 0 | 0 | 3 | 17 | 0 | 0 | 0.00 |
| Callum Slattery | 23 | 1999-02-08 | Midfielder | 110 | England | 3 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0.00 |
| Cedric Soares | 31 | 1991-08-31 | Defender | 1494 | Portugal | 18 | 1 | 2 | 0 | 0 | 5 | 26 | 4 | 0 | 0.06 |
| Charlie Austin | 33 | 1989-07-05 | Forward | 980 | England | 25 | 2 | 2 | 0 | 1 | 6 | 14 | 1 | 0 | 0.18 |
| Daniel William John Ings | 30 | 1992-07-23 | Forward | 1668 | England | 24 | 7 | 3 | 3 | 0 | 6 | 26 | 1 | 0 | 0.38 |
| Fraser Forster | 34 | 1988-03-17 | Goalkeeper | 90 | England | 1 | 0 | 0 | 0 | 0 | 0 | 3 | 0 | 0 | 0.00 |
| Jack Stephens | 28 | 1994-01-27 | Defender | 1697 | England | 24 | 1 | 0 | 0 | 0 | 5 | 30 | 4 | 0 | 0.05 |
| James Ward-Prowse | 27 | 1994-11-01 | Midfielder | 1942 | England | 26 | 7 | 0 | 1 | 0 | 4 | 36 | 4 | 0 | 0.32 |
| Jan Bednarek | 26 | 1996-04-12 | Defender | 2151 | Poland | 25 | 0 | 1 | 0 | 0 | 3 | 33 | 7 | 0 | 0.00 |
| Jannik Vestergaard | 30 | 1992-08-03 | Defender | 2030 | Denmark | 23 | 0 | 0 | 0 | 0 | 4 | 27 | 2 | 0 | 0.00 |
| Joshua Sims | 25 | 1997-03-28 | Midfielder | 209 | England | 7 | 0 | 1 | 0 | 0 | 1 | 5 | 0 | 0 | 0.00 |
| Kayne Ramsey | 22 | 2000-10-10 | Midfielder | 90 | England | 1 | 0 | 0 | 0 | 0 | 0 | 3 | 0 | 0 | 0.00 |
| Manolo Gabbiadini | 30 | 1991-11-26 | Forward | 470 | Italy | 12 | 1 | 0 | 0 | 0 | 3 | 11 | 0 | 0 | 0.19 |
| Mario Lemina | 29 | 1993-09-01 | Midfielder | 1615 | Gabon | 21 | 1 | 1 | 0 | 0 | 4 | 32 | 5 | 0 | 0.06 |
| Matt Targett | 27 | 1995-09-18 | Defender | 1185 | England | 16 | 1 | 3 | 0 | 0 | 1 | 24 | 2 | 0 | 0.08 |
| Maya Yoshida | 34 | 1988-08-24 | Defender | 1520 | Japan | 17 | 0 | 1 | 0 | 0 | 3 | 27 | 0 | 0 | 0.00 |
| Michael Obafemi | 22 | 2000-07-06 | Forward | 134 | Republic of Ireland | 6 | 1 | 1 | 0 | 0 | 0 | 2 | 1 | 0 | 0.67 |
| Mohamed Elyounoussi | 28 | 1994-08-04 | Midfielder | 790 | Norway | 16 | 0 | 0 | 0 | 0 | 4 | 8 | 0 | 0 | 0.00 |
| Nathan Redmond | 28 | 1994-03-06 | Midfielder | 3276 | England | 38 | 6 | 4 | 0 | 0 | 7 | 53 | 3 | 0 | 0.16 |
| Oriol Romeu | 31 | 1991-09-24 | Midfielder | 2140 | Spain | 31 | 1 | 0 | 0 | 0 | 6 | 32 | 11 | 0 | 0.04 |
| Pierre-Emile Højbjerg | 27 | 1995-08-05 | Midfielder | 2764 | Denmark | 31 | 4 | 3 | 0 | 0 | 4 | 52 | 10 | 2 | 0.13 |
| Ryan Bertrand | 33 | 1989-08-05 | Defender | 2160 | England | 24 | 1 | 0 | 0 | 0 | 6 | 36 | 8 | 0 | 0.04 |
| Sam Gallagher | 27 | 1995-09-15 | Forward | 30 | England | 4 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0.00 |
| Shane Long | 35 | 1987-01-22 | Forward | 1269 | Republic of Ireland | 26 | 5 | 1 | 0 | 0 | 5 | 20 | 3 | 0 | 0.35 |
| Steven Davis | 37 | 1985-01-01 | Midfielder | 96 | Northern Ireland | 3 | 0 | 1 | 0 | 0 | 0 | 3 | 0 | 0 | 0.00 |
| Stuart Armstrong | 30 | 1992-03-30 | Midfielder | 1432 | Scotland | 29 | 3 | 2 | 0 | 0 | 4 | 23 | 2 | 0 | 0.19 |
| Tyreke Johnson | 24 | 1998-11-03 | Defender | 0 | England | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0.00 |
| Wesley Hoedt | 28 | 1994-03-06 | Defender | 1170 | Netherlands | 13 | 0 | 0 | 0 | 0 | 4 | 20 | 2 | 0 | 0.00 |
| Yann Valery | 23 | 1999-02-22 | Defender | 1715 | France | 23 | 2 | 1 | 0 | 0 | 3 | 26 | 5 | 1 | 0.10 |
knitr::include_graphics(path = "./Tottenham_Hotspur.png")
THR <- filter(df, current_club == "Tottenham Hotspur") %>% select(c('full_name','age','birthday_gmt','position', 'minutes_played_overall','nationality','appearances_overall','goals_overall','assists_overall','penalty_goals','penalty_misses','clean_sheets_overall','conceded_overall','yellow_cards_overall','red_cards_overall','goals_per_90_overall'))
kable(THR, format = "html" ,caption = "Stats for Football Team Tottenham Hotspur",align = "cccccccccccccccc") %>% kable_styling()
| full_name | age | birthday_gmt | position | minutes_played_overall | nationality | appearances_overall | goals_overall | assists_overall | penalty_goals | penalty_misses | clean_sheets_overall | conceded_overall | yellow_cards_overall | red_cards_overall | goals_per_90_overall |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| Alfie Whiteman | 24 | 1998-10-02 | Goalkeeper | 0 | England | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0.00 |
| Ben Davies | 29 | 1993-04-24 | Defender | 1839 | Wales | 27 | 0 | 0 | 0 | 0 | 10 | 24 | 2 | 0 | 0.00 |
| Christian Eriksen | 30 | 1992-02-14 | Midfielder | 2772 | Denmark | 35 | 8 | 12 | 0 | 0 | 10 | 34 | 3 | 0 | 0.26 |
| Danny Rose | 32 | 1990-07-02 | Defender | 1806 | England | 26 | 0 | 3 | 0 | 0 | 10 | 12 | 5 | 0 | 0.00 |
| Davinson Sánchez Mina | 26 | 1996-06-12 | Defender | 1943 | Colombia | 23 | 1 | 1 | 0 | 0 | 6 | 21 | 2 | 0 | 0.05 |
| Dele Alli | 26 | 1996-04-11 | Midfielder | 1827 | England | 25 | 5 | 3 | 0 | 0 | 7 | 17 | 4 | 0 | 0.25 |
| Eric Dier | 28 | 1994-01-15 | Midfielder | 1510 | England | 20 | 3 | 0 | 0 | 0 | 6 | 16 | 4 | 0 | 0.18 |
| Erik Lamela | 30 | 1992-03-04 | Midfielder | 971 | Argentina | 19 | 4 | 2 | 0 | 0 | 5 | 11 | 2 | 0 | 0.37 |
| Fernando Llorente Torres | 37 | 1985-02-26 | Forward | 683 | Spain | 20 | 1 | 4 | 0 | 0 | 7 | 8 | 2 | 0 | 0.13 |
| George Marsh | 23 | 1998-11-05 | Midfielder | 0 | England | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0.00 |
| Georges-Kevin N’Koudou Mbida | 27 | 1995-02-13 | Forward | 4 | France | 1 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0.00 |
| Harry Kane | 29 | 1993-07-28 | Forward | 2427 | England | 28 | 17 | 4 | 4 | 0 | 10 | 28 | 5 | 0 | 0.63 |
| Harry Winks | 26 | 1996-02-02 | Midfielder | 1591 | England | 26 | 1 | 0 | 0 | 0 | 10 | 16 | 4 | 0 | 0.06 |
| Heung-Min Son | 30 | 1992-07-08 | Forward | 2048 | South Korea | 31 | 12 | 6 | 0 | 0 | 11 | 20 | 3 | 1 | 0.53 |
| Hugo Lloris | 35 | 1986-12-26 | Goalkeeper | 2970 | France | 33 | 0 | 0 | 0 | 0 | 12 | 30 | 0 | 0 | 0.00 |
| Jan Vertonghen | 35 | 1987-04-24 | Defender | 1915 | Belgium | 22 | 1 | 0 | 0 | 0 | 7 | 21 | 5 | 1 | 0.05 |
| Juan Marcos Foyth | 24 | 1998-01-12 | Defender | 930 | Argentina | 12 | 1 | 0 | 0 | 0 | 4 | 10 | 4 | 1 | 0.10 |
| Kazaiah Sterling | 23 | 1998-11-09 | Forward | 0 | England | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0.00 |
| Kieran Trippier | 32 | 1990-09-19 | Defender | 2278 | England | 27 | 1 | 3 | 0 | 0 | 10 | 20 | 2 | 0 | 0.04 |
| Kyle Walker-Peters | 25 | 1997-04-13 | Defender | 374 | England | 6 | 0 | 3 | 0 | 0 | 3 | 4 | 1 | 0 | 0.00 |
| Lucas Rodrigues Moura da Silva | 30 | 1992-08-13 | Midfielder | 2127 | Brazil | 32 | 10 | 0 | 0 | 0 | 12 | 16 | 3 | 0 | 0.42 |
| Luke Amos | 25 | 1997-02-23 | Midfielder | 2 | England | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0.00 |
| Michel Vorm | 39 | 1983-10-20 | Goalkeeper | 180 | Netherlands | 2 | 0 | 0 | 0 | 0 | 0 | 4 | 0 | 0 | 0.00 |
| Moussa Dembele | 35 | 1987-07-16 | Midfielder | 516 | Belgium | 10 | 0 | 0 | 0 | 0 | 3 | 5 | 1 | 0 | 0.00 |
| Moussa Sissoko | 33 | 1989-08-16 | Midfielder | 2336 | France | 29 | 0 | 3 | 0 | 0 | 11 | 26 | 2 | 0 | 0.00 |
| Oliver Skipp | 22 | 2000-09-16 | Midfielder | 216 | England | 8 | 0 | 0 | 0 | 0 | 4 | 0 | 0 | 0 | 0.00 |
| Paulo Dino Gazzaniga | 30 | 1992-01-02 | Goalkeeper | 270 | Argentina | 3 | 0 | 0 | 0 | 0 | 1 | 1 | 0 | 0 | 0.00 |
| Serge Aurier | 29 | 1992-12-24 | Defender | 564 | Ivory Coast | 8 | 0 | 2 | 0 | 0 | 3 | 9 | 1 | 0 | 0.00 |
| Timothy Eyoma | 22 | 2000-01-29 | Defender | 0 | England | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0.00 |
| Toby Alderweireld | 33 | 1989-03-02 | Defender | 2924 | Belgium | 34 | 0 | 0 | 0 | 0 | 12 | 28 | 3 | 0 | 0.00 |
| Victor Wanyama | 31 | 1991-06-25 | Midfielder | 509 | Kenya | 13 | 1 | 0 | 0 | 0 | 6 | 3 | 2 | 0 | 0.18 |
| Vincent Janssen | 28 | 1994-06-15 | Forward | 36 | Netherlands | 3 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0.00 |
knitr::include_graphics(path = "./watford-fc-logo-png-transparent.png")
WFD <- filter(df, current_club == "Watford") %>% select(c('full_name','age','birthday_gmt','position', 'minutes_played_overall','nationality','appearances_overall','goals_overall','assists_overall','penalty_goals','penalty_misses','clean_sheets_overall','conceded_overall','yellow_cards_overall','red_cards_overall','goals_per_90_overall'))
kable(WFD, format = "html" ,caption = "Stats for Football Team Watford",align = "cccccccccccccccc") %>% kable_styling()
| full_name | age | birthday_gmt | position | minutes_played_overall | nationality | appearances_overall | goals_overall | assists_overall | penalty_goals | penalty_misses | clean_sheets_overall | conceded_overall | yellow_cards_overall | red_cards_overall | goals_per_90_overall |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| Abdoulaye Doucouré | 29 | 1993-01-01 | Midfielder | 3062 | France | 35 | 5 | 6 | 0 | 0 | 5 | 54 | 7 | 0 | 0.15 |
| Adalberto Peñaranda Maestre | 25 | 1997-05-31 | Forward | 0 | Venezuela | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0.00 |
| Adam Masina | 28 | 1994-01-02 | Defender | 1003 | Italy | 14 | 0 | 1 | 0 | 0 | 2 | 19 | 5 | 0 | 0.00 |
| Adrian Mariappa | 36 | 1986-10-03 | Defender | 1921 | Jamaica | 26 | 0 | 0 | 0 | 0 | 6 | 29 | 3 | 0 | 0.00 |
| Andre Gray | 31 | 1991-06-26 | Forward | 1358 | England | 29 | 7 | 2 | 0 | 0 | 5 | 23 | 2 | 0 | 0.46 |
| Ben Foster | 39 | 1983-04-03 | Goalkeeper | 3420 | England | 38 | 0 | 0 | 0 | 0 | 7 | 57 | 1 | 0 | 0.00 |
| Ben Wilmot | 23 | 1999-11-04 | Defender | 26 | England | 2 | 0 | 0 | 0 | 0 | 1 | 2 | 0 | 0 | 0.00 |
| Christian Kabasele | 31 | 1991-02-24 | Defender | 1587 | Belgium | 21 | 0 | 0 | 0 | 0 | 4 | 25 | 4 | 1 | 0.00 |
| Craig Cathcart | 33 | 1989-02-06 | Defender | 3099 | Northern Ireland | 36 | 3 | 0 | 0 | 0 | 6 | 52 | 2 | 0 | 0.09 |
| Daryl Janmaat | 33 | 1989-07-22 | Defender | 1521 | Netherlands | 18 | 0 | 2 | 0 | 0 | 3 | 22 | 3 | 0 | 0.00 |
| Domingos Quina | 22 | 1999-11-18 | Midfielder | 335 | Portugal | 8 | 1 | 0 | 0 | 0 | 1 | 5 | 0 | 0 | 0.27 |
| Etienne Capoue | 34 | 1988-07-11 | Midfielder | 2947 | France | 33 | 1 | 3 | 0 | 0 | 7 | 47 | 15 | 1 | 0.03 |
| Francisco Femenía Far | 31 | 1991-02-02 | Midfielder | 2045 | Spain | 29 | 1 | 1 | 0 | 0 | 5 | 38 | 1 | 0 | 0.04 |
| Gerard Deulofeu | 28 | 1994-03-13 | Forward | 2082 | Spain | 30 | 10 | 5 | 0 | 0 | 6 | 28 | 3 | 0 | 0.43 |
| Heurelho da Silva Gomes | 41 | 1981-02-15 | Goalkeeper | 0 | Brazil | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0.00 |
| Isaac Ajayi Success | 26 | 1996-01-07 | Forward | 1037 | Nigeria | 30 | 1 | 1 | 0 | 0 | 5 | 20 | 4 | 0 | 0.09 |
| José Holebas | 38 | 1984-06-27 | Defender | 2394 | Greece | 28 | 3 | 6 | 0 | 0 | 5 | 38 | 13 | 1 | 0.11 |
| Ken Sema | 29 | 1993-09-30 | Midfielder | 755 | Sweden | 17 | 1 | 2 | 0 | 0 | 6 | 8 | 1 | 0 | 0.12 |
| Marc Navarro Ceciliano | 27 | 1995-07-02 | Defender | 84 | Spain | 2 | 0 | 0 | 0 | 0 | 0 | 2 | 0 | 0 | 0.00 |
| Miguel Ángel Britos Cabrera | 37 | 1985-07-17 | Defender | 185 | Uruguay | 3 | 0 | 0 | 0 | 0 | 1 | 5 | 0 | 0 | 0.00 |
| Nathaniel Chalobah | 27 | 1994-12-12 | Midfielder | 266 | England | 9 | 0 | 0 | 0 | 0 | 1 | 5 | 2 | 0 | 0.00 |
| Roberto Maximiliano Pereyra | 31 | 1991-01-07 | Forward | 2825 | Argentina | 33 | 6 | 1 | 0 | 0 | 5 | 52 | 3 | 0 | 0.19 |
| Sebastian Prödl | 35 | 1987-06-21 | Defender | 13 | Austria | 1 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0.00 |
| Stefano Okaka | 33 | 1989-08-09 | Forward | 22 | Italy | 2 | 0 | 0 | 0 | 0 | 0 | 1 | 1 | 0 | 0.00 |
| Tom Cleverley | 33 | 1989-08-12 | Midfielder | 470 | England | 13 | 1 | 0 | 0 | 0 | 4 | 7 | 2 | 0 | 0.19 |
| Troy Deeney | 34 | 1988-06-29 | Forward | 2548 | England | 32 | 9 | 5 | 1 | 0 | 5 | 43 | 5 | 1 | 0.32 |
| Will Hughes | 27 | 1995-04-17 | Midfielder | 2436 | England | 32 | 2 | 4 | 0 | 0 | 5 | 39 | 5 | 0 | 0.07 |
knitr::include_graphics(path = "./West_Ham.png")
WHU <- filter(df, current_club == "West Ham United") %>% select(c('full_name','age','birthday_gmt','position', 'minutes_played_overall','nationality','appearances_overall','goals_overall','assists_overall','penalty_goals','penalty_misses','clean_sheets_overall','conceded_overall','yellow_cards_overall','red_cards_overall','goals_per_90_overall'))
kable(WHU, format = "html" ,caption = "Stats for Football Team West Ham United",align = "cccccccccccccccc") %>% kable_styling()
| full_name | age | birthday_gmt | position | minutes_played_overall | nationality | appearances_overall | goals_overall | assists_overall | penalty_goals | penalty_misses | clean_sheets_overall | conceded_overall | yellow_cards_overall | red_cards_overall | goals_per_90_overall |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| Aaron Cresswell | 32 | 1989-12-15 | Defender | 1589 | England | 20 | 0 | 1 | 0 | 0 | 3 | 22 | 1 | 0 | 0.00 |
| Adrián San Miguel del Castillo | 35 | 1987-01-03 | Goalkeeper | 0 | Spain | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0.00 |
| Alexandre Nascimento Costa Silva | 25 | 1997-03-16 | Forward | 17 | Portugal | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0.00 |
| Andriy Yarmolenko | 33 | 1989-10-23 | Forward | 459 | Ukraine | 9 | 2 | 0 | 0 | 0 | 1 | 4 | 2 | 0 | 0.39 |
| Andy Carroll | 33 | 1989-01-06 | Forward | 454 | England | 12 | 0 | 0 | 0 | 0 | 2 | 6 | 2 | 0 | 0.00 |
| Angelo Ogbonna | 34 | 1988-05-23 | Defender | 1870 | Italy | 24 | 1 | 1 | 0 | 0 | 3 | 32 | 2 | 0 | 0.05 |
| Arthur Masuaku | 28 | 1993-11-07 | Defender | 1756 | France | 23 | 0 | 1 | 0 | 0 | 6 | 26 | 2 | 0 | 0.00 |
| Benjamin Johnson | 22 | 2000-01-24 | Forward | 63 | England | 1 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0.00 |
| Carlos Sánchez | 36 | 1986-02-06 | Midfielder | 240 | Colombia | 7 | 0 | 0 | 0 | 0 | 2 | 2 | 0 | 0 | 0.00 |
| Conor Coventry | 22 | 2000-03-25 | Midfielder | 0 | Republic of Ireland | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0.00 |
| Declan Rice | 23 | 1999-01-14 | Midfielder | 3005 | Republic of Ireland | 34 | 2 | 0 | 0 | 0 | 6 | 42 | 4 | 0 | 0.06 |
| Fabián Cornelio Balbuena González | 31 | 1991-08-23 | Defender | 2014 | Paraguay | 23 | 1 | 0 | 0 | 0 | 5 | 27 | 2 | 0 | 0.04 |
| Felipe Anderson Pereira Gomes | 29 | 1993-04-15 | Midfielder | 3054 | Brazil | 36 | 9 | 4 | 0 | 0 | 6 | 43 | 3 | 0 | 0.27 |
| Grady Diangana | 24 | 1998-04-19 | Midfielder | 604 | England | 17 | 0 | 1 | 0 | 0 | 2 | 11 | 0 | 0 | 0.00 |
| Issa Diop | 25 | 1997-01-09 | Defender | 2970 | France | 33 | 1 | 0 | 0 | 0 | 7 | 38 | 4 | 0 | 0.03 |
| Jack Wilshere | 30 | 1992-01-01 | Midfielder | 389 | England | 8 | 0 | 1 | 0 | 0 | 2 | 8 | 2 | 0 | 0.00 |
| Javier Hernandez | 34 | 1988-06-01 | Forward | 1335 | Mexico | 25 | 7 | 1 | 0 | 0 | 3 | 16 | 2 | 0 | 0.47 |
| Joe Powell | 24 | 1998-10-30 | Forward | 0 | England | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0.00 |
| Lucas Perez | 34 | 1988-09-10 | Forward | 468 | Spain | 15 | 3 | 0 | 0 | 0 | 3 | 9 | 0 | 0 | 0.58 |
| Manuel Lanzini | 29 | 1993-02-15 | Midfielder | 688 | Argentina | 10 | 1 | 1 | 0 | 0 | 2 | 11 | 2 | 0 | 0.13 |
| Mark Noble | 35 | 1987-05-08 | Midfielder | 2308 | England | 31 | 5 | 5 | 4 | 0 | 7 | 29 | 7 | 1 | 0.19 |
| Marko Arnautović | 33 | 1989-04-19 | Forward | 2000 | Austria | 28 | 10 | 4 | 1 | 0 | 5 | 31 | 3 | 0 | 0.45 |
| Michail Antonio | 32 | 1990-03-28 | Midfielder | 2099 | England | 33 | 6 | 4 | 0 | 0 | 5 | 26 | 3 | 0 | 0.26 |
| Nathan Holland | 24 | 1998-06-19 | Midfielder | 0 | England | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0.00 |
| Pablo Zabaleta | 37 | 1985-01-16 | Defender | 2092 | Argentina | 26 | 0 | 1 | 0 | 0 | 4 | 32 | 4 | 0 | 0.00 |
| Pedro Obiang | 30 | 1992-03-27 | Midfielder | 1121 | Equatorial Guinea | 24 | 0 | 1 | 0 | 0 | 7 | 17 | 0 | 0 | 0.00 |
| Robert Snodgrass | 35 | 1987-09-07 | Midfielder | 2222 | Scotland | 33 | 2 | 5 | 0 | 0 | 6 | 31 | 10 | 0 | 0.08 |
| Ryan Fredericks | 30 | 1992-10-10 | Midfielder | 1085 | England | 15 | 1 | 0 | 0 | 0 | 3 | 13 | 5 | 0 | 0.08 |
| Samir Nasri | 35 | 1987-06-26 | Midfielder | 246 | France | 5 | 0 | 2 | 0 | 0 | 1 | 2 | 0 | 0 | 0.00 |
| Łukasz Fabiański | 37 | 1985-04-18 | Goalkeeper | 3420 | Poland | 38 | 0 | 0 | 0 | 0 | 7 | 48 | 0 | 0 | 0.00 |
knitr::include_graphics(path = "./Wolverhampton.png")
WHW <- filter(df, current_club == "Wolverhampton Wanderers") %>% select(c('full_name','age','birthday_gmt','position', 'minutes_played_overall','nationality','appearances_overall','goals_overall','assists_overall','penalty_goals','penalty_misses','clean_sheets_overall','conceded_overall','yellow_cards_overall','red_cards_overall','goals_per_90_overall'))
kable(WHW, format = "html" ,caption = "Stats for Football Team Wolverhampton Wanderers",align = "cccccccccccccccc") %>% kable_styling()
| full_name | age | birthday_gmt | position | minutes_played_overall | nationality | appearances_overall | goals_overall | assists_overall | penalty_goals | penalty_misses | clean_sheets_overall | conceded_overall | yellow_cards_overall | red_cards_overall | goals_per_90_overall |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| Adama Traoré Diarra | 26 | 1996-01-25 | Midfielder | 890 | Spain | 29 | 1 | 1 | 0 | 0 | 6 | 11 | 1 | 0 | 0.10 |
| Bright Enobakhare | 24 | 1998-02-08 | Forward | 0 | England | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0.00 |
| Cameron John | 23 | 1999-08-24 | Defender | 0 | England | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0.00 |
| Conor Coady | 29 | 1993-02-25 | Midfielder | 3420 | England | 38 | 0 | 0 | 0 | 0 | 9 | 43 | 5 | 0 | 0.00 |
| Diogo José Teixeira da Silva | 25 | 1996-12-04 | Midfielder | 2371 | Portugal | 33 | 9 | 5 | 0 | 0 | 9 | 29 | 11 | 0 | 0.34 |
| Hélder Wander Sousa Azevedo Costa | 28 | 1994-01-12 | Midfielder | 1345 | Portugal | 25 | 1 | 2 | 0 | 0 | 5 | 18 | 3 | 0 | 0.07 |
| Ivan Ricardo Neves Abreu Cavaleiro | 29 | 1993-10-18 | Forward | 683 | Portugal | 23 | 3 | 1 | 0 | 0 | 5 | 10 | 1 | 0 | 0.40 |
| João Moutinho | 36 | 1986-09-08 | Midfielder | 3040 | Portugal | 38 | 1 | 8 | 0 | 0 | 9 | 37 | 4 | 0 | 0.03 |
| John Ruddy | 36 | 1986-10-24 | Goalkeeper | 90 | England | 1 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0.00 |
| Jonny | 28 | 1994-03-03 | Defender | 2780 | Spain | 33 | 1 | 1 | 0 | 0 | 8 | 36 | 6 | 0 | 0.03 |
| Kortney Hause | 27 | 1995-07-16 | Defender | 0 | England | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0.00 |
| Leander Dendoncker | 27 | 1995-04-15 | Midfielder | 1469 | Belgium | 19 | 2 | 0 | 0 | 0 | 4 | 19 | 1 | 0 | 0.12 |
| Leonardo Bonatini Lohner Maia | 28 | 1994-03-28 | Forward | 128 | Brazil | 7 | 0 | 1 | 0 | 0 | 3 | 0 | 0 | 0 | 0.00 |
| Matt Doherty | 30 | 1992-01-16 | Defender | 3147 | Republic of Ireland | 38 | 4 | 5 | 0 | 0 | 9 | 38 | 5 | 0 | 0.11 |
| Max Kilman | 25 | 1997-05-23 | Defender | 0 | England | 1 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0.00 |
| Morgan Gibbs-White | 22 | 2000-01-27 | Midfielder | 647 | England | 26 | 0 | 1 | 0 | 0 | 5 | 9 | 1 | 0 | 0.00 |
| Raúl Alonso Jiménez Rodríguez | 31 | 1991-05-05 | Forward | 3124 | Mexico | 38 | 13 | 7 | 2 | 0 | 9 | 39 | 4 | 0 | 0.37 |
| Romain Saïss | 32 | 1990-03-26 | Midfielder | 1144 | Morocco | 19 | 2 | 0 | 0 | 0 | 4 | 16 | 7 | 0 | 0.16 |
| Rúben Diogo Da Silva Neves | 25 | 1997-03-13 | Midfielder | 3009 | Portugal | 35 | 4 | 3 | 2 | 0 | 8 | 40 | 8 | 0 | 0.12 |
| Rúben Gonçalo Silva Nascimento Vinagre | 23 | 1999-04-09 | Defender | 703 | Portugal | 17 | 0 | 0 | 0 | 0 | 5 | 9 | 1 | 0 | 0.00 |
| Rui Pedro dos Santos Patrício | 34 | 1988-02-15 | Goalkeeper | 3330 | Portugal | 37 | 0 | 0 | 0 | 0 | 8 | 43 | 0 | 0 | 0.00 |
| Ryan Bennett | 32 | 1990-03-06 | Defender | 3060 | England | 34 | 1 | 0 | 0 | 0 | 9 | 36 | 12 | 0 | 0.03 |
| Ryan Giles | 22 | 2000-01-26 | Midfielder | 0 | England | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0.00 |
| Will Norris | 29 | 1993-08-12 | Goalkeeper | 0 | England | 1 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0.00 |
| Willy Boly | 31 | 1991-02-03 | Defender | 3169 | France | 36 | 4 | 0 | 0 | 0 | 8 | 38 | 3 | 1 | 0.11 |
A forward is praised by their ability to show up, get goals, and work with those around them to get goals.
Forward <- filter(df, rank_in_league_top_attackers != -1) %>%
select(c('full_name','goals_overall','assists_overall','position','current_club','age','birthday_gmt', 'rank_in_league_top_attackers', 'appearances_overall' ))
ForwardClean <- Forward[order(Forward$rank_in_league_top_attackers),]
kable(ForwardClean, format = "html" , caption = "Top league Forwards",align = "cccccccccccccccc") %>% kable_styling()
| full_name | goals_overall | assists_overall | position | current_club | age | birthday_gmt | rank_in_league_top_attackers | appearances_overall |
|---|---|---|---|---|---|---|---|---|
| Sergio Aguero | 21 | 8 | Forward | Manchester City | 34 | 1988-06-02 | 1 | 33 |
| Divock Origi | 3 | 1 | Forward | Liverpool | 27 | 1995-04-18 | 2 | 12 |
| Pierre-Emerick Aubameyang | 22 | 5 | Forward | Arsenal | 33 | 1989-06-18 | 3 | 36 |
| Sadio Mané | 22 | 1 | Forward | Liverpool | 30 | 1992-04-10 | 4 | 36 |
| Harry Kane | 17 | 4 | Forward | Tottenham Hotspur | 29 | 1993-07-28 | 5 | 28 |
| Gabriel Jesus | 7 | 3 | Forward | Manchester City | 25 | 1997-04-03 | 6 | 29 |
| Mohamed Salah | 22 | 8 | Forward | Liverpool | 30 | 1992-06-15 | 7 | 38 |
| Michy Batshuayi | 5 | 0 | Forward | Crystal Palace | 29 | 1993-10-02 | 8 | 11 |
| Jamie Vardy | 18 | 4 | Forward | Leicester City | 35 | 1987-01-11 | 9 | 34 |
| Lucas Perez | 3 | 0 | Forward | West Ham United | 34 | 1988-09-10 | 10 | 15 |
| Ruben Loftus-Cheek | 6 | 2 | Midfielder | Chelsea | 26 | 1996-01-23 | 11 | 24 |
| Raheem Sterling | 17 | 10 | Forward | Manchester City | 27 | 1994-12-08 | 12 | 34 |
| Anthony Martial | 10 | 2 | Forward | Manchester United | 26 | 1995-12-05 | 13 | 27 |
| Heung-Min Son | 12 | 6 | Forward | Tottenham Hotspur | 30 | 1992-07-08 | 14 | 31 |
| Xherdan Shaqiri | 6 | 3 | Midfielder | Liverpool | 31 | 1991-10-10 | 15 | 24 |
| Romelu Lukaku | 12 | 0 | Forward | Manchester United | 29 | 1993-05-13 | 16 | 32 |
| Callum Wilson | 14 | 9 | Forward | AFC Bournemouth | 30 | 1992-02-27 | 17 | 30 |
| Eden Hazard | 16 | 15 | Midfielder | Chelsea | 31 | 1991-01-07 | 18 | 37 |
| Leroy Sané | 10 | 10 | Midfielder | Manchester City | 26 | 1996-01-11 | 19 | 31 |
| Alvaro Morata | 5 | 0 | Forward | Chelsea | 30 | 1992-10-23 | 20 | 16 |
| Alexandre Lacazette | 13 | 8 | Forward | Arsenal | 31 | 1991-05-28 | 21 | 35 |
| Riyad Mahrez | 7 | 4 | Midfielder | Manchester City | 31 | 1991-02-21 | 22 | 27 |
| Javier Hernandez | 7 | 1 | Forward | West Ham United | 34 | 1988-06-01 | 23 | 25 |
| Glenn Murray | 13 | 1 | Forward | Brighton & Hove Albion | 39 | 1983-09-25 | 24 | 38 |
| Andre Gray | 7 | 2 | Forward | Watford | 31 | 1991-06-26 | 25 | 29 |
| Marko Arnautović | 10 | 4 | Forward | West Ham United | 33 | 1989-04-19 | 26 | 28 |
| Ashley Barnes | 12 | 2 | Forward | Burnley | 32 | 1989-10-30 | 27 | 37 |
| Richarlison de Andrade | 13 | 1 | Forward | Everton | 25 | 1997-05-10 | 28 | 35 |
| Gerard Deulofeu | 10 | 5 | Forward | Watford | 28 | 1994-03-13 | 29 | 30 |
| Lucas Rodrigues Moura da Silva | 10 | 0 | Midfielder | Tottenham Hotspur | 30 | 1992-08-13 | 30 | 32 |
| Karlan Ahearne-Grant | 4 | 0 | Forward | Huddersfield Town | 24 | 1997-12-19 | 31 | 13 |
| Roberto Firmino | 12 | 6 | Forward | Liverpool | 31 | 1991-10-02 | 32 | 34 |
| Gonzalo Higuain | 5 | 0 | Forward | Chelsea | 34 | 1987-12-10 | 33 | 14 |
| Ivan Ricardo Neves Abreu Cavaleiro | 3 | 1 | Forward | Wolverhampton Wanderers | 29 | 1993-10-18 | 34 | 23 |
| Pedro Rodriguez | 8 | 2 | Midfielder | Chelsea | 35 | 1987-07-28 | 35 | 31 |
| Andriy Yarmolenko | 2 | 0 | Forward | West Ham United | 33 | 1989-10-23 | 36 | 9 |
| Paul Pogba | 13 | 9 | Midfielder | Manchester United | 29 | 1993-03-15 | 37 | 35 |
| Aboubakar Kamara | 3 | 0 | Forward | Fulham | 27 | 1995-03-07 | 38 | 13 |
| Daniel William John Ings | 7 | 3 | Forward | Southampton | 30 | 1992-07-23 | 39 | 24 |
| Rondon | 11 | 7 | Forward | Newcastle United | 33 | 1989-09-16 | 40 | 32 |
| Marcus Rashford | 10 | 6 | Forward | Manchester United | 25 | 1997-10-31 | 41 | 33 |
| Raúl Alonso Jiménez Rodríguez | 13 | 7 | Forward | Wolverhampton Wanderers | 31 | 1991-05-05 | 42 | 38 |
| Gylfi Sigurdsson | 13 | 6 | Midfielder | Everton | 33 | 1989-09-08 | 43 | 38 |
| Ayoze Perez | 12 | 2 | Forward | Newcastle United | 29 | 1993-07-29 | 44 | 37 |
| Erik Lamela | 4 | 2 | Midfielder | Tottenham Hotspur | 30 | 1992-03-04 | 45 | 19 |
| Nathaniel Mendez-Laing | 4 | 1 | Midfielder | Cardiff City | 30 | 1992-04-15 | 46 | 20 |
| Ryan Guno Babel | 5 | 3 | Forward | Fulham | 35 | 1986-12-19 | 47 | 16 |
| Daniel Sturridge | 2 | 1 | Forward | Liverpool | 33 | 1989-09-01 | 48 | 18 |
| Joshua King | 12 | 3 | Forward | AFC Bournemouth | 30 | 1992-01-15 | 49 | 35 |
| Chris Wood | 10 | 2 | Forward | Burnley | 30 | 1991-12-07 | 50 | 38 |
| Shane Long | 5 | 1 | Forward | Southampton | 35 | 1987-01-22 | 51 | 26 |
| Diogo José Teixeira da Silva | 9 | 5 | Midfielder | Wolverhampton Wanderers | 25 | 1996-12-04 | 52 | 33 |
| Henrikh Mkhitaryan | 6 | 4 | Midfielder | Arsenal | 33 | 1989-01-21 | 53 | 25 |
| André Schürrle | 6 | 0 | Midfielder | Fulham | 31 | 1990-11-06 | 54 | 24 |
| Bobby Reid | 5 | 2 | Midfielder | Cardiff City | 29 | 1993-02-02 | 55 | 27 |
| Ciaran Clark | 3 | 0 | Defender | Newcastle United | 33 | 1989-09-26 | 56 | 11 |
| Troy Deeney | 9 | 5 | Forward | Watford | 34 | 1988-06-29 | 57 | 32 |
| James Ward-Prowse | 7 | 0 | Midfielder | Southampton | 27 | 1994-11-01 | 58 | 26 |
| Luka Milivojević | 12 | 2 | Midfielder | Crystal Palace | 31 | 1991-04-07 | 59 | 38 |
| Florin Andone | 3 | 0 | Forward | Brighton & Hove Albion | 29 | 1993-04-11 | 60 | 23 |
| José Luis Sanmartín Mato | 2 | 0 | Forward | Newcastle United | 32 | 1990-03-27 | 61 | 16 |
| Aleksandar Mitrović | 11 | 3 | Forward | Fulham | 28 | 1994-09-16 | 62 | 37 |
| Wilfried Zaha | 10 | 5 | Midfielder | Crystal Palace | 29 | 1992-11-10 | 63 | 34 |
| Sam Vokes | 3 | 0 | Forward | Burnley | 33 | 1989-10-21 | 64 | 20 |
| Dominic Calvert-Lewin | 6 | 2 | Forward | Everton | 25 | 1997-03-16 | 65 | 35 |
| Matěj Vydra | 1 | 1 | Forward | Burnley | 30 | 1992-05-01 | 66 | 13 |
| Philip Foden | 1 | 0 | Midfielder | Manchester City | 22 | 2000-05-28 | 67 | 13 |
| David Brooks | 7 | 5 | Forward | AFC Bournemouth | 25 | 1997-07-08 | 68 | 30 |
| Aaron Ramsey | 4 | 6 | Midfielder | Arsenal | 31 | 1990-12-26 | 69 | 28 |
| Felipe Anderson Pereira Gomes | 9 | 4 | Midfielder | West Ham United | 29 | 1993-04-15 | 70 | 36 |
| Phil Jagielka | 1 | 0 | Defender | Everton | 40 | 1982-08-17 | 71 | 7 |
| Domingos Quina | 1 | 0 | Midfielder | Watford | 22 | 1999-11-18 | 72 | 8 |
| Mesut Özil | 5 | 2 | Midfielder | Arsenal | 34 | 1988-10-15 | 73 | 24 |
| Cenk Tosun | 3 | 3 | Forward | Everton | 31 | 1991-06-07 | 74 | 25 |
| Lys Mousset | 1 | 0 | Forward | AFC Bournemouth | 26 | 1996-02-08 | 75 | 24 |
| Christian Eriksen | 8 | 12 | Midfielder | Tottenham Hotspur | 30 | 1992-02-14 | 76 | 35 |
| Michail Antonio | 6 | 4 | Midfielder | West Ham United | 32 | 1990-03-28 | 77 | 33 |
| İlkay Gündoğan | 6 | 3 | Midfielder | Manchester City | 32 | 1990-10-24 | 78 | 31 |
| Kadeem Harris | 1 | 0 | Midfielder | Cardiff City | 29 | 1993-06-08 | 79 | 13 |
| Youri Tielemans | 3 | 4 | Midfielder | Leicester City | 25 | 1997-05-07 | 80 | 13 |
| James Milner | 5 | 4 | Midfielder | Liverpool | 36 | 1986-01-04 | 81 | 31 |
| Dele Alli | 5 | 3 | Midfielder | Tottenham Hotspur | 26 | 1996-04-11 | 82 | 25 |
| James Maddison | 7 | 7 | Midfielder | Leicester City | 25 | 1996-11-23 | 83 | 36 |
| Ross Barkley | 3 | 5 | Midfielder | Chelsea | 28 | 1993-12-05 | 84 | 27 |
| Bernardo Silva | 7 | 7 | Midfielder | Manchester City | 28 | 1994-08-10 | 85 | 36 |
| Olivier Giroud | 2 | 4 | Forward | Chelsea | 36 | 1986-09-30 | 86 | 27 |
| Jesse Lingard | 4 | 2 | Midfielder | Manchester United | 29 | 1992-12-15 | 87 | 27 |
| David Silva | 6 | 8 | Midfielder | Manchester City | 36 | 1986-01-08 | 88 | 33 |
| Jeffrey Schlupp | 4 | 1 | Defender | Crystal Palace | 29 | 1992-12-23 | 89 | 30 |
| Theo Walcott | 5 | 2 | Forward | Everton | 33 | 1989-03-16 | 90 | 37 |
| Scott McTominay | 2 | 0 | Midfielder | Manchester United | 25 | 1996-12-08 | 91 | 16 |
| Juan Mata | 3 | 2 | Midfielder | Manchester United | 34 | 1988-04-28 | 92 | 22 |
| Laurent Koscielny | 3 | 0 | Defender | Arsenal | 37 | 1985-09-10 | 93 | 17 |
| Danny Ward | 1 | 0 | Forward | Cardiff City | 31 | 1990-12-09 | 94 | 14 |
| Ryan Fraser | 7 | 14 | Midfielder | AFC Bournemouth | 28 | 1994-02-24 | 95 | 38 |
| Mark Noble | 5 | 5 | Midfielder | West Ham United | 35 | 1987-05-08 | 96 | 31 |
| Roberto Maximiliano Pereyra | 6 | 1 | Forward | Watford | 31 | 1991-01-07 | 97 | 33 |
| Stuart Armstrong | 3 | 2 | Midfielder | Southampton | 30 | 1992-03-30 | 98 | 29 |
| Tom Cleverley | 1 | 0 | Midfielder | Watford | 33 | 1989-08-12 | 99 | 13 |
| Manolo Gabbiadini | 1 | 0 | Forward | Southampton | 30 | 1991-11-26 | 100 | 12 |
| Floyd Ayité | 1 | 0 | Midfielder | Fulham | 33 | 1988-12-15 | 101 | 16 |
| Andros Townsend | 6 | 4 | Midfielder | Crystal Palace | 31 | 1991-07-16 | 102 | 38 |
| Demarai Gray | 4 | 1 | Midfielder | Leicester City | 26 | 1996-06-28 | 103 | 34 |
| Junior Stanislas | 2 | 3 | Midfielder | AFC Bournemouth | 32 | 1989-11-26 | 104 | 23 |
| Charlie Austin | 2 | 2 | Forward | Southampton | 33 | 1989-07-05 | 105 | 25 |
| Victor Wanyama | 1 | 0 | Midfielder | Tottenham Hotspur | 31 | 1991-06-25 | 106 | 13 |
| Eric Dier | 3 | 0 | Midfielder | Tottenham Hotspur | 28 | 1994-01-15 | 107 | 20 |
| Callum Paterson | 4 | 1 | Defender | Cardiff City | 28 | 1994-10-13 | 108 | 27 |
| Kevin De Bruyne | 2 | 2 | Midfielder | Manchester City | 31 | 1991-06-28 | 109 | 19 |
| Fabian Schär | 4 | 1 | Defender | Newcastle United | 30 | 1991-12-20 | 110 | 24 |
| Víctor Camarasa | 5 | 4 | Midfielder | Cardiff City | 28 | 1994-05-28 | 111 | 32 |
| Dwight McNeil | 3 | 5 | Forward | Burnley | 22 | 1999-11-22 | 112 | 21 |
| Yoshinori Muto | 1 | 0 | Forward | Newcastle United | 30 | 1992-07-15 | 113 | 17 |
| Joel Ward | 1 | 0 | Defender | Crystal Palace | 32 | 1989-10-29 | 114 | 7 |
| Romain Saïss | 2 | 0 | Midfielder | Wolverhampton Wanderers | 32 | 1990-03-26 | 115 | 19 |
| Nathan Redmond | 6 | 4 | Midfielder | Southampton | 28 | 1994-03-06 | 116 | 38 |
| Andreas Pereira | 1 | 1 | Midfielder | Manchester United | 26 | 1996-01-01 | 117 | 15 |
| Souleymane Bamba | 4 | 1 | Defender | Cardiff City | 37 | 1985-01-13 | 118 | 28 |
| Josh Murphy | 3 | 2 | Forward | Cardiff City | 27 | 1995-02-24 | 119 | 29 |
| Jürgen Locadia | 2 | 0 | Forward | Brighton & Hove Albion | 28 | 1993-11-07 | 120 | 26 |
| Leon Balogun | 1 | 0 | Defender | Brighton & Hove Albion | 34 | 1988-06-28 | 121 | 8 |
| Johann Berg Guðmundsson | 3 | 6 | Midfielder | Burnley | 32 | 1990-10-27 | 122 | 29 |
| Shane Duffy | 5 | 1 | Defender | Brighton & Hove Albion | 30 | 1992-01-01 | 123 | 35 |
| Abdoulaye Doucouré | 5 | 6 | Midfielder | Watford | 29 | 1993-01-01 | 124 | 35 |
| Wes Morgan | 3 | 0 | Defender | Leicester City | 38 | 1984-01-21 | 125 | 22 |
| Pascal Groß | 3 | 3 | Midfielder | Brighton & Hove Albion | 31 | 1991-06-15 | 126 | 25 |
| Granit Xhaka | 4 | 2 | Midfielder | Arsenal | 30 | 1992-09-27 | 127 | 29 |
| Alex Iwobi | 3 | 6 | Forward | Arsenal | 26 | 1996-05-03 | 128 | 35 |
| Mathias Jattah-Njie Jørgensen | 3 | 1 | Defender | Huddersfield Town | 32 | 1990-04-23 | 129 | 24 |
| Manuel Lanzini | 1 | 1 | Midfielder | West Ham United | 29 | 1993-02-15 | 130 | 10 |
| Jeff Hendrick | 3 | 0 | Midfielder | Burnley | 30 | 1992-01-31 | 131 | 32 |
| Willian | 3 | 6 | Forward | Chelsea | 34 | 1988-08-09 | 132 | 32 |
| Fernando Llorente Torres | 1 | 4 | Forward | Tottenham Hotspur | 37 | 1985-02-26 | 133 | 20 |
| Ander Herrera | 2 | 3 | Midfielder | Manchester United | 33 | 1989-08-14 | 134 | 22 |
| Sean Longstaff | 1 | 0 | Midfielder | Newcastle United | 25 | 1997-10-30 | 135 | 9 |
| Pierre-Emile Højbjerg | 4 | 3 | Midfielder | Southampton | 27 | 1995-08-05 | 136 | 31 |
| David Junior Hoilett | 3 | 1 | Forward | Cardiff City | 32 | 1990-06-05 | 137 | 32 |
| Naby Deco Keïta | 2 | 1 | Midfielder | Liverpool | 27 | 1995-02-10 | 138 | 25 |
| Jon Gorenc Stankovič | 1 | 0 | Defender | Huddersfield Town | 26 | 1996-01-14 | 139 | 11 |
| Rachid Ghezzal | 1 | 0 | Forward | Leicester City | 30 | 1992-05-09 | 140 | 19 |
| N’Golo Kanté | 4 | 4 | Midfielder | Chelsea | 31 | 1991-03-29 | 141 | 36 |
| Kenneth Dahrup Zohorè | 1 | 1 | Forward | Cardiff City | 28 | 1994-01-31 | 142 | 19 |
| Ken Sema | 1 | 2 | Midfielder | Watford | 29 | 1993-09-30 | 143 | 17 |
| Aaron Mooy | 3 | 1 | Midfielder | Huddersfield Town | 32 | 1990-09-15 | 144 | 29 |
| Rúben Diogo Da Silva Neves | 4 | 3 | Midfielder | Wolverhampton Wanderers | 25 | 1997-03-13 | 145 | 35 |
| Leander Dendoncker | 2 | 0 | Midfielder | Wolverhampton Wanderers | 27 | 1995-04-15 | 146 | 19 |
| Lucas Digne | 4 | 4 | Defender | Everton | 29 | 1993-07-20 | 147 | 35 |
| Willy Boly | 4 | 0 | Defender | Wolverhampton Wanderers | 31 | 1991-02-03 | 148 | 36 |
| Christian Benteke | 1 | 1 | Forward | Crystal Palace | 31 | 1990-12-03 | 149 | 16 |
| Nathan Aké | 4 | 0 | Defender | AFC Bournemouth | 27 | 1995-02-18 | 150 | 38 |
| Danilo | 1 | 0 | Defender | Manchester City | 31 | 1991-07-15 | 151 | 11 |
| Virgil van Dijk | 4 | 2 | Defender | Liverpool | 31 | 1991-07-08 | 152 | 38 |
| José Holebas | 3 | 6 | Defender | Watford | 38 | 1984-06-27 | 153 | 28 |
| Jordon Ibe | 1 | 1 | Midfielder | AFC Bournemouth | 26 | 1995-12-08 | 154 | 19 |
| Matt Doherty | 4 | 5 | Defender | Wolverhampton Wanderers | 30 | 1992-01-16 | 155 | 38 |
| Marc Albrighton | 2 | 2 | Midfielder | Leicester City | 32 | 1989-11-18 | 156 | 27 |
| Juan Marcos Foyth | 1 | 0 | Defender | Tottenham Hotspur | 24 | 1998-01-12 | 157 | 12 |
| Dan Gosling | 2 | 1 | Midfielder | AFC Bournemouth | 32 | 1990-02-01 | 158 | 25 |
| Anthony Knockaert | 2 | 6 | Midfielder | Brighton & Hove Albion | 30 | 1991-11-20 | 159 | 30 |
| Adama Traoré Diarra | 1 | 1 | Midfielder | Wolverhampton Wanderers | 26 | 1996-01-25 | 160 | 29 |
| Yerry Fernando Mina González | 1 | 0 | Defender | Everton | 28 | 1994-09-23 | 161 | 13 |
| Yann Valery | 2 | 1 | Defender | Southampton | 23 | 1999-02-22 | 162 | 23 |
| Beram Kayal | 1 | 1 | Midfielder | Brighton & Hove Albion | 34 | 1988-05-02 | 163 | 18 |
| Georginio Wijnaldum | 3 | 0 | Midfielder | Liverpool | 31 | 1990-11-11 | 164 | 35 |
| Harry Maguire | 3 | 0 | Defender | Leicester City | 29 | 1993-03-05 | 165 | 31 |
| Alexis Sanchez | 1 | 3 | Forward | Manchester United | 33 | 1988-12-19 | 166 | 20 |
| Jonjo Shelvey | 1 | 1 | Midfielder | Newcastle United | 30 | 1992-02-27 | 167 | 16 |
| Steve Mounié | 2 | 3 | Forward | Huddersfield Town | 28 | 1994-09-29 | 168 | 31 |
| Kelechi Iheanacho | 1 | 3 | Forward | Leicester City | 26 | 1996-10-03 | 169 | 30 |
| James Tarkowski | 3 | 1 | Defender | Burnley | 29 | 1992-11-19 | 170 | 35 |
| Alex Pritchard | 2 | 0 | Midfielder | Huddersfield Town | 29 | 1993-05-03 | 171 | 30 |
| Isaac Mbenza | 1 | 1 | Forward | Huddersfield Town | 26 | 1996-03-08 | 172 | 22 |
| Dejan Lovren | 1 | 0 | Defender | Liverpool | 33 | 1989-07-05 | 173 | 13 |
| Ainsley Maitland-Niles | 1 | 1 | Midfielder | Arsenal | 25 | 1997-08-29 | 174 | 16 |
| Harvey Lewis Barnes | 1 | 2 | Midfielder | Leicester City | 24 | 1997-12-09 | 175 | 16 |
| Aymeric Laporte | 3 | 3 | Defender | Manchester City | 28 | 1994-05-27 | 176 | 35 |
| Craig Cathcart | 3 | 0 | Defender | Watford | 33 | 1989-02-06 | 177 | 36 |
| Frederico Rodrigues Santos | 1 | 1 | Midfielder | Manchester United | 29 | 1993-03-05 | 178 | 17 |
| James McArthur | 3 | 6 | Midfielder | Crystal Palace | 35 | 1987-10-07 | 179 | 38 |
| Luciano Vietto | 1 | 4 | Forward | Fulham | 28 | 1993-12-05 | 180 | 20 |
| Isaac Ajayi Success | 1 | 1 | Forward | Watford | 26 | 1996-01-07 | 181 | 30 |
| Ryan Sessegnon | 2 | 6 | Defender | Fulham | 22 | 2000-05-18 | 182 | 35 |
| Matt Targett | 1 | 3 | Defender | Southampton | 27 | 1995-09-18 | 183 | 16 |
| Patrick van Aanholt | 3 | 2 | Defender | Crystal Palace | 32 | 1990-08-29 | 184 | 36 |
| Philip Billing | 2 | 0 | Midfielder | Huddersfield Town | 26 | 1996-06-11 | 185 | 27 |
| David Luiz | 3 | 2 | Defender | Chelsea | 35 | 1987-04-22 | 186 | 36 |
| Jordan Ayew | 1 | 2 | Forward | Crystal Palace | 31 | 1991-09-11 | 187 | 20 |
| Robert Snodgrass | 2 | 5 | Midfielder | West Ham United | 35 | 1987-09-07 | 188 | 33 |
| Ryan Fredericks | 1 | 0 | Midfielder | West Ham United | 30 | 1992-10-10 | 189 | 15 |
| Lucas Torreira | 2 | 2 | Midfielder | Arsenal | 26 | 1996-02-11 | 190 | 34 |
| Marcos Alonso | 2 | 4 | Defender | Chelsea | 31 | 1990-12-28 | 191 | 31 |
| Kurt Zouma | 2 | 2 | Defender | Everton | 28 | 1994-10-27 | 192 | 32 |
| Robert Kenedy Nunes do Nascimento | 1 | 1 | Midfielder | Newcastle United | 26 | 1996-02-08 | 193 | 25 |
| Vincent Kompany | 1 | 0 | Defender | Manchester City | 36 | 1986-04-10 | 194 | 17 |
| Ashley Young | 2 | 2 | Midfielder | Manchester United | 37 | 1985-07-09 | 195 | 30 |
| Aaron Lennon | 1 | 1 | Midfielder | Burnley | 35 | 1987-04-16 | 196 | 16 |
| Séamus Coleman | 2 | 2 | Defender | Everton | 34 | 1988-10-11 | 197 | 29 |
| Calum Chambers | 2 | 0 | Defender | Fulham | 27 | 1995-01-20 | 198 | 31 |
| Will Hughes | 2 | 4 | Midfielder | Watford | 27 | 1995-04-17 | 199 | 32 |
| Hélder Wander Sousa Azevedo Costa | 1 | 2 | Midfielder | Wolverhampton Wanderers | 28 | 1994-01-12 | 200 | 25 |
| Shkodran Mustafi | 2 | 0 | Defender | Arsenal | 30 | 1992-04-17 | 201 | 31 |
| Jefferson Lerma | 2 | 0 | Midfielder | AFC Bournemouth | 28 | 1994-10-25 | 202 | 30 |
| Lewis Dunk | 2 | 1 | Defender | Brighton & Hove Albion | 30 | 1991-11-21 | 203 | 36 |
| Cedric Soares | 1 | 2 | Defender | Southampton | 31 | 1991-08-31 | 204 | 18 |
| Juninho Bacuna | 1 | 0 | Midfielder | Huddersfield Town | 25 | 1997-08-07 | 205 | 21 |
| Christian Atsu Twasam | 1 | 0 | Midfielder | Newcastle United | 30 | 1992-01-10 | 206 | 28 |
| Harry Winks | 1 | 0 | Midfielder | Tottenham Hotspur | 26 | 1996-02-02 | 207 | 26 |
| Charlie Daniels | 1 | 0 | Defender | AFC Bournemouth | 36 | 1986-09-07 | 208 | 21 |
| Max Meyer | 1 | 2 | Midfielder | Crystal Palace | 27 | 1995-09-18 | 209 | 29 |
| Declan Rice | 2 | 0 | Midfielder | West Ham United | 23 | 1999-01-14 | 210 | 34 |
| Mario Lemina | 1 | 1 | Midfielder | Southampton | 29 | 1993-09-01 | 211 | 21 |
| Ashley Westwood | 2 | 7 | Midfielder | Burnley | 32 | 1990-04-01 | 212 | 34 |
| Jorginho | 2 | 0 | Midfielder | Chelsea | 30 | 1991-12-20 | 213 | 37 |
| Ricardo Domingos Barbosa Pereira | 2 | 6 | Defender | Leicester City | 29 | 1993-10-06 | 214 | 35 |
| Joel Matip | 1 | 0 | Defender | Liverpool | 31 | 1991-08-08 | 215 | 22 |
| Matt Ritchie | 2 | 8 | Midfielder | Newcastle United | 33 | 1989-09-10 | 216 | 36 |
| Jordan Henderson | 1 | 3 | Midfielder | Liverpool | 32 | 1990-06-17 | 217 | 32 |
| Onyinye Wilfred Ndidi | 2 | 0 | Midfielder | Leicester City | 25 | 1996-12-16 | 218 | 38 |
| Isaac Hayden | 1 | 4 | Midfielder | Newcastle United | 27 | 1995-03-22 | 219 | 25 |
| André Filipe Tavares Gomes | 1 | 1 | Midfielder | Everton | 29 | 1993-07-30 | 220 | 27 |
| Davinson Sánchez Mina | 1 | 1 | Defender | Tottenham Hotspur | 26 | 1996-06-12 | 221 | 23 |
| Nacho Monreal | 1 | 3 | Defender | Arsenal | 36 | 1986-02-26 | 222 | 22 |
| Jack Stephens | 1 | 0 | Defender | Southampton | 28 | 1994-01-27 | 223 | 24 |
| Jonny Evans | 1 | 0 | Defender | Leicester City | 34 | 1988-01-03 | 224 | 24 |
| Jan Vertonghen | 1 | 0 | Defender | Tottenham Hotspur | 35 | 1987-04-24 | 225 | 22 |
| Angelo Ogbonna | 1 | 1 | Defender | West Ham United | 34 | 1988-05-23 | 226 | 24 |
| Adam Smith | 1 | 1 | Defender | AFC Bournemouth | 31 | 1991-04-29 | 227 | 25 |
| Fernando Luiz Rosa | 1 | 3 | Midfielder | Manchester City | 37 | 1985-05-04 | 228 | 29 |
| Fabinho | 1 | 2 | Midfielder | Liverpool | 29 | 1993-10-23 | 229 | 28 |
| Kieran Trippier | 1 | 3 | Defender | Tottenham Hotspur | 32 | 1990-09-19 | 230 | 27 |
| Fabián Cornelio Balbuena González | 1 | 0 | Defender | West Ham United | 31 | 1991-08-23 | 231 | 23 |
| Aron Einar Gunnarsson | 1 | 1 | Midfielder | Cardiff City | 33 | 1989-04-22 | 232 | 28 |
| Trent Alexander-Arnold | 1 | 12 | Defender | Liverpool | 24 | 1998-10-07 | 233 | 29 |
| Sokratis Papastathopoulos | 1 | 2 | Defender | Arsenal | 34 | 1988-06-09 | 234 | 25 |
| James Tomkins | 1 | 1 | Defender | Crystal Palace | 33 | 1989-03-29 | 235 | 29 |
| Jean Michau00ebl Seri | 1 | 2 | Midfielder | Fulham | 31 | 1991-07-19 | 236 | 32 |
| DeAndre Yedlin | 1 | 2 | Defender | Newcastle United | 29 | 1993-07-09 | 237 | 29 |
| Tom Cairney | 1 | 1 | Midfielder | Fulham | 31 | 1991-01-20 | 238 | 31 |
| Nemanja Matić | 1 | 0 | Midfielder | Manchester United | 34 | 1988-08-01 | 239 | 28 |
| Francisco Femenía Far | 1 | 1 | Midfielder | Watford | 31 | 1991-02-02 | 240 | 29 |
| Davy Pröpper | 1 | 1 | Midfielder | Brighton & Hove Albion | 31 | 1991-09-02 | 241 | 30 |
| Solomon March | 1 | 5 | Midfielder | Brighton & Hove Albion | 28 | 1994-07-20 | 242 | 35 |
| Bernard Anício Caldeira Duarte | 1 | 3 | Midfielder | Everton | 30 | 1992-09-08 | 243 | 34 |
| Oriol Romeu | 1 | 0 | Midfielder | Southampton | 31 | 1991-09-24 | 244 | 31 |
| Ryan Bertrand | 1 | 0 | Defender | Southampton | 33 | 1989-08-05 | 245 | 24 |
| Chris Smalling | 1 | 0 | Defender | Manchester United | 32 | 1989-11-22 | 246 | 24 |
| Dale Stephens | 1 | 1 | Midfielder | Brighton & Hove Albion | 33 | 1989-06-12 | 247 | 30 |
| Issa Diop | 1 | 0 | Defender | West Ham United | 25 | 1997-01-09 | 248 | 33 |
| Jack Cork | 1 | 2 | Midfielder | Burnley | 33 | 1989-06-25 | 249 | 37 |
| Kyle Walker | 1 | 1 | Defender | Manchester City | 32 | 1990-05-28 | 250 | 33 |
| Michael Keane | 1 | 2 | Defender | Everton | 29 | 1993-01-11 | 251 | 33 |
| Christopher Schindler | 1 | 0 | Defender | Huddersfield Town | 32 | 1990-04-29 | 252 | 37 |
| Etienne Capoue | 1 | 3 | Midfielder | Watford | 34 | 1988-07-11 | 253 | 33 |
| Steve Cook | 1 | 1 | Defender | AFC Bournemouth | 31 | 1991-04-19 | 254 | 31 |
| Sean Morrison | 1 | 3 | Defender | Cardiff City | 31 | 1991-01-08 | 255 | 34 |
| Ryan Bennett | 1 | 0 | Defender | Wolverhampton Wanderers | 32 | 1990-03-06 | 256 | 34 |
| Jonny | 1 | 1 | Defender | Wolverhampton Wanderers | 28 | 1994-03-03 | 257 | 33 |
| João Moutinho | 1 | 8 | Midfielder | Wolverhampton Wanderers | 36 | 1986-09-08 | 258 | 38 |
| Antonio Rüdiger | 1 | 0 | Defender | Chelsea | 29 | 1993-03-03 | 259 | 33 |
| Cesar Azpilicueta | 1 | 5 | Defender | Chelsea | 33 | 1989-08-28 | 260 | 38 |
| Terence Kongolo | 1 | 1 | Defender | Huddersfield Town | 28 | 1994-02-14 | 261 | 32 |
| Luke Shaw | 1 | 4 | Defender | Manchester United | 27 | 1995-07-12 | 262 | 29 |
| Victor Nilsson Lindelöf | 1 | 1 | Defender | Manchester United | 28 | 1994-07-17 | 263 | 30 |
| Steven Defour | 0 | 0 | Midfielder | Burnley | 34 | 1988-04-15 | 264 | 6 |
| Tim Ream | 0 | 0 | Defender | Fulham | 35 | 1987-10-05 | 265 | 26 |
| Jose Izquierdo | 0 | 1 | Forward | Brighton & Hove Albion | 30 | 1992-07-07 | 266 | 15 |
| Caglar Söyüncü | 0 | 0 | Defender | Leicester City | 26 | 1996-05-23 | 267 | 6 |
| Robbie Brady | 0 | 1 | Midfielder | Burnley | 30 | 1992-01-14 | 268 | 16 |
| Danny Simpson | 0 | 0 | Defender | Leicester City | 35 | 1987-01-04 | 269 | 6 |
| Andy Carroll | 0 | 0 | Forward | West Ham United | 33 | 1989-01-06 | 270 | 12 |
| Nampalys Mendy | 0 | 0 | Midfielder | Leicester City | 30 | 1992-06-23 | 271 | 31 |
| Jack Simpson | 0 | 0 | Defender | AFC Bournemouth | 25 | 1996-12-18 | 272 | 6 |
| Nicolas Otamendi | 0 | 0 | Defender | Manchester City | 34 | 1988-02-12 | 273 | 18 |
| Emerson Palmieri dos Santos | 0 | 0 | Defender | Chelsea | 28 | 1994-08-03 | 274 | 10 |
| Hamza Choudhury | 0 | 0 | Midfielder | Leicester City | 25 | 1997-10-01 | 275 | 9 |
| Scott Dann | 0 | 1 | Defender | Crystal Palace | 35 | 1987-02-14 | 276 | 10 |
| Callum Hudson-Odoi | 0 | 1 | Midfielder | Chelsea | 21 | 2000-11-07 | 277 | 10 |
| Florian Lejeune | 0 | 0 | Defender | Newcastle United | 31 | 1991-05-20 | 278 | 12 |
| Chris Mepham | 0 | 1 | Defender | AFC Bournemouth | 24 | 1997-11-05 | 279 | 13 |
| Dominic Solanke | 0 | 1 | Forward | AFC Bournemouth | 25 | 1997-09-14 | 280 | 10 |
| Leandro Bacuna | 0 | 0 | Midfielder | Cardiff City | 31 | 1991-08-21 | 281 | 11 |
| Miguel Ángel Almirón Rejala | 0 | 0 | Midfielder | Newcastle United | 28 | 1994-02-10 | 282 | 10 |
| José Diogo Dalot Teixeira | 0 | 2 | Defender | Manchester United | 23 | 1999-03-18 | 283 | 16 |
| Oleksandr Zinchenko | 0 | 3 | Midfielder | Manchester City | 25 | 1996-12-15 | 284 | 14 |
| Sead Kolašinac | 0 | 5 | Defender | Arsenal | 29 | 1993-06-20 | 285 | 24 |
| Denis Odoi | 0 | 1 | Defender | Fulham | 34 | 1988-05-27 | 286 | 31 |
| Danny Rose | 0 | 3 | Defender | Tottenham Hotspur | 32 | 1990-07-02 | 287 | 26 |
| André-Frank Zambo Anguissa | 0 | 0 | Midfielder | Fulham | 26 | 1995-11-16 | 288 | 22 |
| Jonjoe Kenny | 0 | 1 | Defender | Everton | 25 | 1997-03-15 | 289 | 10 |
| Aaron Cresswell | 0 | 1 | Defender | West Ham United | 32 | 1989-12-15 | 290 | 20 |
| Mateo Kovačić | 0 | 2 | Midfielder | Chelsea | 28 | 1994-05-06 | 291 | 32 |
| Ademola Lookman | 0 | 2 | Forward | Everton | 25 | 1997-10-20 | 292 | 21 |
| Kevin Long | 0 | 1 | Defender | Burnley | 32 | 1990-08-18 | 293 | 6 |
| Martín Montoya | 0 | 1 | Defender | Brighton & Hove Albion | 31 | 1991-04-14 | 294 | 25 |
| Fabian Delph | 0 | 1 | Midfielder | Manchester City | 32 | 1989-11-21 | 295 | 11 |
| Marcus Bettinelli | 0 | 0 | Goalkeeper | Fulham | 30 | 1992-05-24 | 296 | 7 |
| Federico Fernández | 0 | 1 | Defender | Newcastle United | 33 | 1989-02-21 | 297 | 19 |
| Grady Diangana | 0 | 1 | Midfielder | West Ham United | 24 | 1998-04-19 | 298 | 17 |
| Phil Jones | 0 | 1 | Defender | Manchester United | 30 | 1992-02-21 | 299 | 18 |
| Antonio Valencia | 0 | 0 | Defender | Manchester United | 37 | 1985-08-04 | 300 | 6 |
| Jacob Murphy | 0 | 1 | Midfielder | Newcastle United | 27 | 1995-02-24 | 301 | 9 |
| Jason Puncheon | 0 | 0 | Midfielder | Huddersfield Town | 36 | 1986-06-26 | 302 | 11 |
| Elias Kachunga | 0 | 0 | Forward | Huddersfield Town | 30 | 1992-04-22 | 303 | 20 |
| Harry Arter | 0 | 1 | Midfielder | Cardiff City | 32 | 1989-12-28 | 304 | 25 |
| Erik Durm | 0 | 1 | Defender | Huddersfield Town | 30 | 1992-05-12 | 305 | 28 |
| Diego Rico | 0 | 0 | Defender | AFC Bournemouth | 29 | 1993-02-23 | 306 | 12 |
| Alfie Mawson | 0 | 0 | Defender | Fulham | 28 | 1994-01-19 | 307 | 15 |
| Maya Yoshida | 0 | 1 | Defender | Southampton | 34 | 1988-08-24 | 308 | 17 |
| John Stones | 0 | 0 | Defender | Manchester City | 28 | 1994-05-28 | 309 | 24 |
| David de Gea | 0 | 0 | Goalkeeper | Manchester United | 31 | 1990-11-07 | 310 | 38 |
| Benjamin Mendy | 0 | 5 | Defender | Manchester City | 28 | 1994-07-17 | 311 | 10 |
| Aaron Wan-Bissaka | 0 | 3 | Midfielder | Crystal Palace | 24 | 1997-11-26 | 312 | 35 |
| Greg Cunningham | 0 | 0 | Defender | Cardiff City | 31 | 1991-01-31 | 313 | 7 |
| Maxime Le Marchand | 0 | 1 | Defender | Fulham | 33 | 1989-10-11 | 314 | 26 |
| Cyrus Christie | 0 | 1 | Defender | Fulham | 30 | 1992-09-30 | 315 | 28 |
| Joe Bryan | 0 | 1 | Defender | Fulham | 29 | 1993-09-17 | 316 | 28 |
| Kevin McDonald | 0 | 0 | Midfielder | Fulham | 33 | 1988-11-04 | 317 | 15 |
| Stefan Marius Johansen | 0 | 0 | Midfielder | Fulham | 31 | 1991-01-08 | 318 | 12 |
| Timothy Fosu-Mensah | 0 | 0 | Defender | Fulham | 24 | 1998-01-02 | 319 | 12 |
| Sergio Rico | 0 | 0 | Goalkeeper | Fulham | 29 | 1993-09-01 | 320 | 29 |
| Wayne Hennessey | 0 | 0 | Goalkeeper | Crystal Palace | 35 | 1987-01-24 | 321 | 18 |
| Mamadou Sakho | 0 | 0 | Defender | Crystal Palace | 32 | 1990-02-13 | 322 | 27 |
| Cheikhou Kouyaté | 0 | 2 | Midfielder | Crystal Palace | 32 | 1989-12-21 | 323 | 31 |
| Joe Bennett | 0 | 1 | Defender | Cardiff City | 32 | 1990-03-28 | 324 | 30 |
| Vicente Guaita | 0 | 0 | Goalkeeper | Crystal Palace | 35 | 1987-01-10 | 325 | 20 |
| Martin Kelly | 0 | 0 | Defender | Crystal Palace | 32 | 1990-04-27 | 326 | 13 |
| Ben Hamer | 0 | 0 | Goalkeeper | Huddersfield Town | 34 | 1987-11-20 | 327 | 7 |
| Chris Löwe | 0 | 2 | Defender | Huddersfield Town | 33 | 1989-04-16 | 328 | 29 |
| Florent Hadergjonaj | 0 | 0 | Defender | Huddersfield Town | 28 | 1994-07-31 | 329 | 24 |
| Jonathan Hogg | 0 | 1 | Midfielder | Huddersfield Town | 33 | 1988-12-06 | 330 | 29 |
| Laurent Depoitre | 0 | 1 | Forward | Huddersfield Town | 33 | 1988-12-07 | 331 | 23 |
| Adama Diakhaby | 0 | 0 | Forward | Huddersfield Town | 26 | 1996-07-05 | 332 | 12 |
| Jonas Lössl | 0 | 1 | Goalkeeper | Huddersfield Town | 33 | 1989-02-01 | 333 | 31 |
| Tom Smith | 0 | 0 | Defender | Huddersfield Town | 30 | 1992-04-14 | 334 | 15 |
| Rajiv van La Parra | 0 | 0 | Midfielder | Huddersfield Town | 31 | 1991-06-04 | 335 | 5 |
| Joe Ralls | 0 | 0 | Midfielder | Cardiff City | 29 | 1993-10-13 | 336 | 28 |
| Bruno Écuélé Manga | 0 | 1 | Defender | Cardiff City | 34 | 1988-07-16 | 337 | 38 |
| Andreas Christensen | 0 | 0 | Defender | Chelsea | 26 | 1996-04-10 | 338 | 8 |
| Hugo Lloris | 0 | 0 | Goalkeeper | Tottenham Hotspur | 35 | 1986-12-26 | 339 | 33 |
| Eric Bertrand Bailly | 0 | 0 | Defender | Manchester United | 28 | 1994-04-12 | 340 | 12 |
| Marouane Fellaini | 0 | 1 | Midfielder | Manchester United | 34 | 1987-11-22 | 341 | 14 |
| Kasper Schmeichel | 0 | 0 | Goalkeeper | Leicester City | 35 | 1986-11-05 | 342 | 38 |
| Daniel Amartey | 0 | 0 | Midfielder | Leicester City | 27 | 1994-12-21 | 343 | 9 |
| Ben Chilwell | 0 | 4 | Defender | Leicester City | 25 | 1996-12-21 | 344 | 36 |
| Martin Dúbravka | 0 | 0 | Goalkeeper | Newcastle United | 33 | 1989-01-15 | 345 | 38 |
| Jamal Lascelles | 0 | 1 | Defender | Newcastle United | 28 | 1993-11-11 | 346 | 32 |
| Paul Dummett | 0 | 0 | Defender | Newcastle United | 31 | 1991-09-26 | 347 | 26 |
| Mohamed Diamé | 0 | 0 | Midfielder | Newcastle United | 35 | 1987-06-14 | 348 | 29 |
| Sung-Yeung Ki | 0 | 1 | Midfielder | Newcastle United | 33 | 1989-01-24 | 349 | 18 |
| Javier Manquillo Gaitán | 0 | 3 | Defender | Newcastle United | 28 | 1994-05-05 | 350 | 18 |
| Serge Aurier | 0 | 2 | Defender | Tottenham Hotspur | 29 | 1992-12-24 | 351 | 8 |
| Lee Peltier | 0 | 0 | Defender | Cardiff City | 35 | 1986-12-11 | 352 | 20 |
| Ben Davies | 0 | 0 | Defender | Tottenham Hotspur | 29 | 1993-04-24 | 353 | 27 |
| Moussa Sissoko | 0 | 3 | Midfielder | Tottenham Hotspur | 33 | 1989-08-16 | 354 | 29 |
| Moussa Dembele | 0 | 0 | Midfielder | Tottenham Hotspur | 35 | 1987-07-16 | 355 | 10 |
| Toby Alderweireld | 0 | 0 | Defender | Tottenham Hotspur | 33 | 1989-03-02 | 356 | 34 |
| Kyle Walker-Peters | 0 | 3 | Defender | Tottenham Hotspur | 25 | 1997-04-13 | 357 | 6 |
| Asmir Begović | 0 | 0 | Goalkeeper | AFC Bournemouth | 35 | 1987-06-20 | 358 | 24 |
| Andrew Surman | 0 | 0 | Midfielder | AFC Bournemouth | 36 | 1986-08-20 | 359 | 18 |
| Simon Francis | 0 | 2 | Defender | AFC Bournemouth | 37 | 1985-02-16 | 360 | 17 |
| Artur Boruc | 0 | 0 | Goalkeeper | AFC Bournemouth | 42 | 1980-02-20 | 361 | 12 |
| Lewis Cook | 0 | 0 | Midfielder | AFC Bournemouth | 25 | 1997-02-03 | 362 | 13 |
| Neil Leonard Dula Etheridge | 0 | 0 | Goalkeeper | Cardiff City | 32 | 1990-02-07 | 363 | 38 |
| Kepa Arrizabalaga | 0 | 0 | Goalkeeper | Chelsea | 28 | 1994-10-03 | 364 | 36 |
| Ben Foster | 0 | 0 | Goalkeeper | Watford | 39 | 1983-04-03 | 365 | 38 |
| Ederson | 0 | 1 | Goalkeeper | Manchester City | 29 | 1993-08-17 | 366 | 38 |
| Joe Hart | 0 | 0 | Goalkeeper | Burnley | 35 | 1987-04-19 | 367 | 19 |
| Arthur Masuaku | 0 | 1 | Defender | West Ham United | 28 | 1993-11-07 | 368 | 23 |
| Jack Wilshere | 0 | 1 | Midfielder | West Ham United | 30 | 1992-01-01 | 369 | 8 |
| Pablo Zabaleta | 0 | 1 | Defender | West Ham United | 37 | 1985-01-16 | 370 | 26 |
| Pedro Obiang | 0 | 1 | Midfielder | West Ham United | 30 | 1992-03-27 | 371 | 24 |
| Alex McCarthy | 0 | 0 | Goalkeeper | Southampton | 32 | 1989-12-03 | 372 | 25 |
| Jannik Vestergaard | 0 | 0 | Defender | Southampton | 30 | 1992-08-03 | 373 | 23 |
| Wesley Hoedt | 0 | 0 | Defender | Southampton | 28 | 1994-03-06 | 374 | 13 |
| Mohamed Elyounoussi | 0 | 0 | Midfielder | Southampton | 28 | 1994-08-04 | 375 | 16 |
| Angus Gunn | 0 | 0 | Goalkeeper | Southampton | 26 | 1996-01-22 | 376 | 12 |
| Jan Bednarek | 0 | 1 | Defender | Southampton | 26 | 1996-04-12 | 377 | 25 |
| Matthew Lowton | 0 | 0 | Defender | Burnley | 33 | 1989-06-09 | 378 | 21 |
| Adam David Lallana | 0 | 0 | Midfielder | Liverpool | 34 | 1988-05-10 | 379 | 13 |
| Ben Mee | 0 | 2 | Defender | Burnley | 33 | 1989-09-21 | 380 | 38 |
| Charlie Taylor | 0 | 1 | Defender | Burnley | 29 | 1993-09-18 | 381 | 38 |
| Tom Heaton | 0 | 0 | Goalkeeper | Burnley | 36 | 1986-04-15 | 382 | 19 |
| Phil Bardsley | 0 | 0 | Defender | Burnley | 37 | 1985-06-28 | 383 | 19 |
| Petr Čech | 0 | 0 | Goalkeeper | Arsenal | 40 | 1982-05-20 | 384 | 7 |
| Hector Bellerin | 0 | 5 | Defender | Arsenal | 27 | 1995-03-19 | 385 | 19 |
| Mattéo Guendouzi Olié | 0 | 0 | Midfielder | Arsenal | 23 | 1999-04-14 | 386 | 33 |
| Stephan Lichtsteiner | 0 | 0 | Defender | Arsenal | 38 | 1984-01-16 | 387 | 14 |
| Mohamed Elneny | 0 | 0 | Midfielder | Arsenal | 30 | 1992-07-11 | 388 | 8 |
| Rob Holding | 0 | 0 | Defender | Arsenal | 27 | 1995-09-20 | 389 | 10 |
| Bernd Leno | 0 | 0 | Goalkeeper | Arsenal | 30 | 1992-03-04 | 390 | 32 |
| Łukasz Fabiański | 0 | 0 | Goalkeeper | West Ham United | 37 | 1985-04-18 | 391 | 38 |
| Nathaniel Clyne | 0 | 1 | Defender | AFC Bournemouth | 31 | 1991-04-05 | 392 | 18 |
| Christian Kabasele | 0 | 0 | Defender | Watford | 31 | 1991-02-24 | 393 | 21 |
| Conor Coady | 0 | 0 | Midfielder | Wolverhampton Wanderers | 29 | 1993-02-25 | 394 | 38 |
| Daryl Janmaat | 0 | 2 | Defender | Watford | 33 | 1989-07-22 | 395 | 18 |
| Adrian Mariappa | 0 | 0 | Defender | Watford | 36 | 1986-10-03 | 396 | 26 |
| Adam Masina | 0 | 1 | Defender | Watford | 28 | 1994-01-02 | 397 | 14 |
| Mathew Ryan | 0 | 0 | Goalkeeper | Brighton & Hove Albion | 30 | 1992-04-08 | 398 | 34 |
| Bruno Saltor Grau | 0 | 1 | Defender | Brighton & Hove Albion | 42 | 1980-10-01 | 399 | 14 |
| Bernardo | 0 | 1 | Defender | Brighton & Hove Albion | 27 | 1995-05-14 | 400 | 22 |
| Gaëtan Bong Songo | 0 | 0 | Defender | Brighton & Hove Albion | 34 | 1988-04-25 | 401 | 22 |
| Yves Bissouma | 0 | 0 | Midfielder | Brighton & Hove Albion | 26 | 1996-08-30 | 402 | 28 |
| Alireza Jahanbakhsh | 0 | 0 | Forward | Brighton & Hove Albion | 29 | 1993-08-11 | 403 | 19 |
| David Button | 0 | 0 | Goalkeeper | Brighton & Hove Albion | 33 | 1989-02-27 | 404 | 4 |
| Rui Pedro dos Santos Patrício | 0 | 0 | Goalkeeper | Wolverhampton Wanderers | 34 | 1988-02-15 | 405 | 37 |
| Rúben Gonçalo Silva Nascimento Vinagre | 0 | 0 | Defender | Wolverhampton Wanderers | 23 | 1999-04-09 | 406 | 17 |
| Joe Gomez | 0 | 0 | Defender | Liverpool | 25 | 1997-05-23 | 407 | 16 |
| Morgan Gibbs-White | 0 | 1 | Midfielder | Wolverhampton Wanderers | 22 | 2000-01-27 | 408 | 26 |
| Jordan Pickford | 0 | 0 | Goalkeeper | Everton | 28 | 1994-03-07 | 409 | 38 |
| Leighton Baines | 0 | 0 | Defender | Everton | 37 | 1984-12-11 | 410 | 6 |
| Matteo Darmian | 0 | 0 | Defender | Manchester United | 32 | 1989-12-02 | 411 | 6 |
| Morgan Schneiderlin | 0 | 1 | Midfielder | Everton | 32 | 1989-11-08 | 412 | 14 |
| Idrissa Gana Gueye | 0 | 2 | Midfielder | Everton | 33 | 1989-09-26 | 413 | 33 |
| Mason Holgate | 0 | 0 | Defender | Everton | 26 | 1996-10-22 | 414 | 5 |
| Oumar Niasse | 0 | 0 | Forward | Cardiff City | 32 | 1990-04-18 | 415 | 18 |
| Tom Davies | 0 | 0 | Midfielder | Everton | 24 | 1998-06-30 | 416 | 16 |
| Alisson Becker | 0 | 0 | Goalkeeper | Liverpool | 30 | 1992-10-02 | 417 | 38 |
| Andrew Robertson | 0 | 11 | Defender | Liverpool | 28 | 1994-03-11 | 418 | 36 |
| Håvard Nordtveit | 0 | 1 | Midfielder | Fulham | 32 | 1990-06-21 | 419 | 5 |
A midfielders job is to make sure that they are an open to passing, assisting people in getting their goals, and making sure the ball stays on the attack.
Mid <- filter(df, rank_in_league_top_midfielders != -1) %>%
select(c('full_name','assists_overall','position','current_club','age','birthday_gmt', 'rank_in_league_top_midfielders', 'appearances_overall' ))
MidClean <- Mid[order(Mid$rank_in_league_top_midfielders),]
kable(MidClean, format = "html" , caption = "Top league Midfielders",align = "cccccccccccccccc") %>% kable_styling()
| full_name | assists_overall | position | current_club | age | birthday_gmt | rank_in_league_top_midfielders | appearances_overall |
|---|---|---|---|---|---|---|---|
| Kyle Walker-Peters | 3 | Defender | Tottenham Hotspur | 25 | 1997-04-13 | 1 | 6 |
| Fernando Llorente Torres | 4 | Forward | Tottenham Hotspur | 37 | 1985-02-26 | 2 | 20 |
| Benjamin Mendy | 5 | Defender | Manchester City | 28 | 1994-07-17 | 3 | 10 |
| Leroy Sané | 10 | Midfielder | Manchester City | 26 | 1996-01-11 | 4 | 31 |
| Eden Hazard | 15 | Midfielder | Chelsea | 31 | 1991-01-07 | 5 | 37 |
| Trent Alexander-Arnold | 12 | Defender | Liverpool | 24 | 1998-10-07 | 6 | 29 |
| Olivier Giroud | 4 | Forward | Chelsea | 36 | 1986-09-30 | 7 | 27 |
| Aaron Ramsey | 6 | Midfielder | Arsenal | 31 | 1990-12-26 | 8 | 28 |
| Ryan Fraser | 14 | Midfielder | AFC Bournemouth | 28 | 1994-02-24 | 9 | 38 |
| Christian Eriksen | 12 | Midfielder | Tottenham Hotspur | 30 | 1992-02-14 | 10 | 35 |
| Luciano Vietto | 4 | Forward | Fulham | 28 | 1993-12-05 | 11 | 20 |
| Ross Barkley | 5 | Midfielder | Chelsea | 28 | 1993-12-05 | 12 | 27 |
| Youri Tielemans | 4 | Midfielder | Leicester City | 25 | 1997-05-07 | 13 | 13 |
| Raheem Sterling | 10 | Forward | Manchester City | 27 | 1994-12-08 | 14 | 34 |
| Serge Aurier | 2 | Defender | Tottenham Hotspur | 29 | 1992-12-24 | 15 | 8 |
| Callum Wilson | 9 | Forward | AFC Bournemouth | 30 | 1992-02-27 | 16 | 30 |
| Alexis Sanchez | 3 | Forward | Manchester United | 33 | 1988-12-19 | 17 | 20 |
| Johann Berg Guðmundsson | 6 | Midfielder | Burnley | 32 | 1990-10-27 | 18 | 29 |
| Andrew Robertson | 11 | Defender | Liverpool | 28 | 1994-03-11 | 19 | 36 |
| Ademola Lookman | 2 | Forward | Everton | 25 | 1997-10-20 | 20 | 21 |
| Jacob Murphy | 1 | Midfielder | Newcastle United | 27 | 1995-02-24 | 21 | 9 |
| David Silva | 8 | Midfielder | Manchester City | 36 | 1986-01-08 | 22 | 33 |
| Matěj Vydra | 1 | Forward | Burnley | 30 | 1992-05-01 | 23 | 13 |
| Kelechi Iheanacho | 3 | Forward | Leicester City | 26 | 1996-10-03 | 24 | 30 |
| Alexandre Lacazette | 8 | Forward | Arsenal | 31 | 1991-05-28 | 25 | 35 |
| Hector Bellerin | 5 | Defender | Arsenal | 27 | 1995-03-19 | 26 | 19 |
| Anthony Knockaert | 6 | Midfielder | Brighton & Hove Albion | 30 | 1991-11-20 | 27 | 30 |
| Sergio Aguero | 8 | Forward | Manchester City | 34 | 1988-06-02 | 28 | 33 |
| Dwight McNeil | 5 | Forward | Burnley | 22 | 1999-11-22 | 29 | 21 |
| Paul Pogba | 9 | Midfielder | Manchester United | 29 | 1993-03-15 | 30 | 35 |
| Alex Iwobi | 6 | Forward | Arsenal | 26 | 1996-05-03 | 31 | 35 |
| Riyad Mahrez | 4 | Midfielder | Manchester City | 31 | 1991-02-21 | 32 | 27 |
| Gabriel Jesus | 3 | Forward | Manchester City | 25 | 1997-04-03 | 33 | 29 |
| Heung-Min Son | 6 | Forward | Tottenham Hotspur | 30 | 1992-07-08 | 34 | 31 |
| Junior Stanislas | 3 | Midfielder | AFC Bournemouth | 32 | 1989-11-26 | 35 | 23 |
| Willian | 6 | Forward | Chelsea | 34 | 1988-08-09 | 36 | 32 |
| Cenk Tosun | 3 | Forward | Everton | 31 | 1991-06-07 | 37 | 25 |
| Dominic Solanke | 1 | Forward | AFC Bournemouth | 25 | 1997-09-14 | 38 | 10 |
| Xherdan Shaqiri | 3 | Midfielder | Liverpool | 31 | 1991-10-10 | 39 | 24 |
| Javier Manquillo Gaitán | 3 | Defender | Newcastle United | 28 | 1994-05-05 | 40 | 18 |
| Håvard Nordtveit | 1 | Midfielder | Fulham | 32 | 1990-06-21 | 41 | 5 |
| Divock Origi | 1 | Forward | Liverpool | 27 | 1995-04-18 | 42 | 12 |
| Rondon | 7 | Forward | Newcastle United | 33 | 1989-09-16 | 43 | 32 |
| João Moutinho | 8 | Midfielder | Wolverhampton Wanderers | 36 | 1986-09-08 | 44 | 38 |
| Sead Kolašinac | 5 | Defender | Arsenal | 29 | 1993-06-20 | 45 | 24 |
| Matt Ritchie | 8 | Midfielder | Newcastle United | 33 | 1989-09-10 | 46 | 36 |
| Ken Sema | 2 | Midfielder | Watford | 29 | 1993-09-30 | 47 | 17 |
| Jack Wilshere | 1 | Midfielder | West Ham United | 30 | 1992-01-01 | 48 | 8 |
| José Holebas | 6 | Defender | Watford | 38 | 1984-06-27 | 49 | 28 |
| Oleksandr Zinchenko | 3 | Midfielder | Manchester City | 25 | 1996-12-15 | 50 | 14 |
| Matt Targett | 3 | Defender | Southampton | 27 | 1995-09-18 | 51 | 16 |
| Marcus Rashford | 6 | Forward | Manchester United | 25 | 1997-10-31 | 52 | 33 |
| Ryan Sessegnon | 6 | Defender | Fulham | 22 | 2000-05-18 | 53 | 35 |
| Callum Hudson-Odoi | 1 | Midfielder | Chelsea | 21 | 2000-11-07 | 54 | 10 |
| Ashley Westwood | 7 | Midfielder | Burnley | 32 | 1990-04-01 | 55 | 34 |
| Henrikh Mkhitaryan | 4 | Midfielder | Arsenal | 33 | 1989-01-21 | 56 | 25 |
| Mohamed Salah | 8 | Forward | Liverpool | 30 | 1992-06-15 | 57 | 38 |
| Bernardo Silva | 7 | Midfielder | Manchester City | 28 | 1994-08-10 | 58 | 36 |
| Gerard Deulofeu | 5 | Forward | Watford | 28 | 1994-03-13 | 59 | 30 |
| James Maddison | 7 | Midfielder | Leicester City | 25 | 1996-11-23 | 60 | 36 |
| Ryan Guno Babel | 3 | Forward | Fulham | 35 | 1986-12-19 | 61 | 16 |
| Roberto Firmino | 6 | Forward | Liverpool | 31 | 1991-10-02 | 62 | 34 |
| Raúl Alonso Jiménez Rodríguez | 7 | Forward | Wolverhampton Wanderers | 31 | 1991-05-05 | 63 | 38 |
| Robert Snodgrass | 5 | Midfielder | West Ham United | 35 | 1987-09-07 | 64 | 33 |
| James Milner | 4 | Midfielder | Liverpool | 36 | 1986-01-04 | 65 | 31 |
| David Brooks | 5 | Forward | AFC Bournemouth | 25 | 1997-07-08 | 66 | 30 |
| Isaac Hayden | 4 | Midfielder | Newcastle United | 27 | 1995-03-22 | 67 | 25 |
| Ander Herrera | 3 | Midfielder | Manchester United | 33 | 1989-08-14 | 68 | 22 |
| Erik Lamela | 2 | Midfielder | Tottenham Hotspur | 30 | 1992-03-04 | 69 | 19 |
| Mark Noble | 5 | Midfielder | West Ham United | 35 | 1987-05-08 | 70 | 31 |
| Diogo José Teixeira da Silva | 5 | Midfielder | Wolverhampton Wanderers | 25 | 1996-12-04 | 71 | 33 |
| Kevin Long | 1 | Defender | Burnley | 32 | 1990-08-18 | 72 | 6 |
| Charlie Austin | 2 | Forward | Southampton | 33 | 1989-07-05 | 73 | 25 |
| James McArthur | 6 | Midfielder | Crystal Palace | 35 | 1987-10-07 | 74 | 38 |
| Kevin De Bruyne | 2 | Midfielder | Manchester City | 31 | 1991-06-28 | 75 | 19 |
| Marko Arnautović | 4 | Forward | West Ham United | 33 | 1989-04-19 | 76 | 28 |
| José Diogo Dalot Teixeira | 2 | Defender | Manchester United | 23 | 1999-03-18 | 77 | 16 |
| Harvey Lewis Barnes | 2 | Midfielder | Leicester City | 24 | 1997-12-09 | 78 | 16 |
| Daniel Sturridge | 1 | Forward | Liverpool | 33 | 1989-09-01 | 79 | 18 |
| Abdoulaye Doucouré | 6 | Midfielder | Watford | 29 | 1993-01-01 | 80 | 35 |
| Troy Deeney | 5 | Forward | Watford | 34 | 1988-06-29 | 81 | 32 |
| Solomon March | 5 | Midfielder | Brighton & Hove Albion | 28 | 1994-07-20 | 82 | 35 |
| Ruben Loftus-Cheek | 2 | Midfielder | Chelsea | 26 | 1996-01-23 | 83 | 24 |
| Ricardo Domingos Barbosa Pereira | 6 | Defender | Leicester City | 29 | 1993-10-06 | 84 | 35 |
| Michail Antonio | 4 | Midfielder | West Ham United | 32 | 1990-03-28 | 85 | 33 |
| Gylfi Sigurdsson | 6 | Midfielder | Everton | 33 | 1989-09-08 | 86 | 38 |
| Daniel William John Ings | 3 | Forward | Southampton | 30 | 1992-07-23 | 87 | 24 |
| Pierre-Emerick Aubameyang | 5 | Forward | Arsenal | 33 | 1989-06-18 | 88 | 36 |
| Grady Diangana | 1 | Midfielder | West Ham United | 24 | 1998-04-19 | 89 | 17 |
| Steve Mounié | 3 | Forward | Huddersfield Town | 28 | 1994-09-29 | 90 | 31 |
| Will Hughes | 4 | Midfielder | Watford | 27 | 1995-04-17 | 91 | 32 |
| Wilfried Zaha | 5 | Midfielder | Crystal Palace | 29 | 1992-11-10 | 92 | 34 |
| Andreas Pereira | 1 | Midfielder | Manchester United | 26 | 1996-01-01 | 93 | 15 |
| Harry Kane | 4 | Forward | Tottenham Hotspur | 29 | 1993-07-28 | 94 | 28 |
| Danny Rose | 3 | Defender | Tottenham Hotspur | 32 | 1990-07-02 | 95 | 26 |
| Jordan Ayew | 2 | Forward | Crystal Palace | 31 | 1991-09-11 | 96 | 20 |
| Dele Alli | 3 | Midfielder | Tottenham Hotspur | 26 | 1996-04-11 | 97 | 25 |
| Nacho Monreal | 3 | Defender | Arsenal | 36 | 1986-02-26 | 98 | 22 |
| Simon Francis | 2 | Defender | AFC Bournemouth | 37 | 1985-02-16 | 99 | 17 |
| Matt Doherty | 5 | Defender | Wolverhampton Wanderers | 30 | 1992-01-16 | 100 | 38 |
| Scott Dann | 1 | Defender | Crystal Palace | 35 | 1987-02-14 | 101 | 10 |
| Jordan Henderson | 3 | Midfielder | Liverpool | 32 | 1990-06-17 | 102 | 32 |
| Juan Mata | 2 | Midfielder | Manchester United | 34 | 1988-04-28 | 103 | 22 |
| Pascal Groß | 3 | Midfielder | Brighton & Hove Albion | 31 | 1991-06-15 | 104 | 25 |
| Luke Shaw | 4 | Defender | Manchester United | 27 | 1995-07-12 | 105 | 29 |
| Víctor Camarasa | 4 | Midfielder | Cardiff City | 28 | 1994-05-28 | 106 | 32 |
| Morgan Gibbs-White | 1 | Midfielder | Wolverhampton Wanderers | 22 | 2000-01-27 | 107 | 26 |
| Robbie Brady | 1 | Midfielder | Burnley | 30 | 1992-01-14 | 108 | 16 |
| Andre Gray | 2 | Forward | Watford | 31 | 1991-06-26 | 109 | 29 |
| Max Meyer | 2 | Midfielder | Crystal Palace | 27 | 1995-09-18 | 110 | 29 |
| Manuel Lanzini | 1 | Midfielder | West Ham United | 29 | 1993-02-15 | 111 | 10 |
| Marcos Alonso | 4 | Defender | Chelsea | 31 | 1990-12-28 | 112 | 31 |
| Hélder Wander Sousa Azevedo Costa | 2 | Midfielder | Wolverhampton Wanderers | 28 | 1994-01-12 | 113 | 25 |
| Stuart Armstrong | 2 | Midfielder | Southampton | 30 | 1992-03-30 | 114 | 29 |
| Bobby Reid | 2 | Midfielder | Cardiff City | 29 | 1993-02-02 | 115 | 27 |
| Cesar Azpilicueta | 5 | Defender | Chelsea | 33 | 1989-08-28 | 116 | 38 |
| Bernard Anício Caldeira Duarte | 3 | Midfielder | Everton | 30 | 1992-09-08 | 117 | 34 |
| Jamie Vardy | 4 | Forward | Leicester City | 35 | 1987-01-11 | 118 | 34 |
| Ivan Ricardo Neves Abreu Cavaleiro | 1 | Forward | Wolverhampton Wanderers | 29 | 1993-10-18 | 119 | 23 |
| İlkay Gündoğan | 3 | Midfielder | Manchester City | 32 | 1990-10-24 | 120 | 31 |
| Daryl Janmaat | 2 | Defender | Watford | 33 | 1989-07-22 | 121 | 18 |
| Kieran Trippier | 3 | Defender | Tottenham Hotspur | 32 | 1990-09-19 | 122 | 27 |
| Fabian Delph | 1 | Midfielder | Manchester City | 32 | 1989-11-21 | 123 | 11 |
| Cedric Soares | 2 | Defender | Southampton | 31 | 1991-08-31 | 124 | 18 |
| Lucas Digne | 4 | Defender | Everton | 29 | 1993-07-20 | 125 | 35 |
| N’Golo Kanté | 4 | Midfielder | Chelsea | 31 | 1991-03-29 | 126 | 36 |
| Andros Townsend | 4 | Midfielder | Crystal Palace | 31 | 1991-07-16 | 127 | 38 |
| Kenneth Dahrup Zohorè | 1 | Forward | Cardiff City | 28 | 1994-01-31 | 128 | 19 |
| Marouane Fellaini | 1 | Midfielder | Manchester United | 34 | 1987-11-22 | 129 | 14 |
| Felipe Anderson Pereira Gomes | 4 | Midfielder | West Ham United | 29 | 1993-04-15 | 130 | 36 |
| Moussa Sissoko | 3 | Midfielder | Tottenham Hotspur | 33 | 1989-08-16 | 131 | 29 |
| Fernando Luiz Rosa | 3 | Midfielder | Manchester City | 37 | 1985-05-04 | 132 | 29 |
| Chris Mepham | 1 | Defender | AFC Bournemouth | 24 | 1997-11-05 | 133 | 13 |
| Jordon Ibe | 1 | Midfielder | AFC Bournemouth | 26 | 1995-12-08 | 134 | 19 |
| Jesse Lingard | 2 | Midfielder | Manchester United | 29 | 1992-12-15 | 135 | 27 |
| Jose Izquierdo | 1 | Forward | Brighton & Hove Albion | 30 | 1992-07-07 | 136 | 15 |
| Nathan Redmond | 4 | Midfielder | Southampton | 28 | 1994-03-06 | 137 | 38 |
| Morgan Schneiderlin | 1 | Midfielder | Everton | 32 | 1989-11-08 | 138 | 14 |
| Ben Chilwell | 4 | Defender | Leicester City | 25 | 1996-12-21 | 139 | 36 |
| Marc Albrighton | 2 | Midfielder | Leicester City | 32 | 1989-11-18 | 140 | 27 |
| Anthony Martial | 2 | Forward | Manchester United | 26 | 1995-12-05 | 141 | 27 |
| Christian Benteke | 1 | Forward | Crystal Palace | 31 | 1990-12-03 | 142 | 16 |
| Jonjoe Kenny | 1 | Defender | Everton | 25 | 1997-03-15 | 143 | 10 |
| Pedro Rodriguez | 2 | Midfielder | Chelsea | 35 | 1987-07-28 | 144 | 31 |
| Dominic Calvert-Lewin | 2 | Forward | Everton | 25 | 1997-03-16 | 145 | 35 |
| Beram Kayal | 1 | Midfielder | Brighton & Hove Albion | 34 | 1988-05-02 | 146 | 18 |
| Josh Murphy | 2 | Forward | Cardiff City | 27 | 1995-02-24 | 147 | 29 |
| Pierre-Emile Højbjerg | 3 | Midfielder | Southampton | 27 | 1995-08-05 | 148 | 31 |
| Jonjo Shelvey | 1 | Midfielder | Newcastle United | 30 | 1992-02-27 | 149 | 16 |
| Mateo Kovačić | 2 | Midfielder | Chelsea | 28 | 1994-05-06 | 150 | 32 |
| Mesut Özil | 2 | Midfielder | Arsenal | 34 | 1988-10-15 | 151 | 24 |
| Adama Traoré Diarra | 1 | Midfielder | Wolverhampton Wanderers | 26 | 1996-01-25 | 152 | 29 |
| Etienne Capoue | 3 | Midfielder | Watford | 34 | 1988-07-11 | 153 | 33 |
| Isaac Ajayi Success | 1 | Forward | Watford | 26 | 1996-01-07 | 154 | 30 |
| Adam Masina | 1 | Defender | Watford | 28 | 1994-01-02 | 155 | 14 |
| Frederico Rodrigues Santos | 1 | Midfielder | Manchester United | 29 | 1993-03-05 | 156 | 17 |
| Joshua King | 3 | Forward | AFC Bournemouth | 30 | 1992-01-15 | 157 | 35 |
| Aymeric Laporte | 3 | Defender | Manchester City | 28 | 1994-05-27 | 158 | 35 |
| Nathaniel Mendez-Laing | 1 | Midfielder | Cardiff City | 30 | 1992-04-15 | 159 | 20 |
| Aaron Wan-Bissaka | 3 | Midfielder | Crystal Palace | 24 | 1997-11-26 | 160 | 35 |
| Cheikhou Kouyaté | 2 | Midfielder | Crystal Palace | 32 | 1989-12-21 | 161 | 31 |
| Rúben Diogo Da Silva Neves | 3 | Midfielder | Wolverhampton Wanderers | 25 | 1997-03-13 | 162 | 35 |
| Chris Löwe | 2 | Defender | Huddersfield Town | 33 | 1989-04-16 | 163 | 29 |
| Sean Morrison | 3 | Defender | Cardiff City | 31 | 1991-01-08 | 164 | 34 |
| Isaac Mbenza | 1 | Forward | Huddersfield Town | 26 | 1996-03-08 | 165 | 22 |
| Fabinho | 2 | Midfielder | Liverpool | 29 | 1993-10-23 | 166 | 28 |
| Ainsley Maitland-Niles | 1 | Midfielder | Arsenal | 25 | 1997-08-29 | 167 | 16 |
| Pedro Obiang | 1 | Midfielder | West Ham United | 30 | 1992-03-27 | 168 | 24 |
| Laurent Depoitre | 1 | Forward | Huddersfield Town | 33 | 1988-12-07 | 169 | 23 |
| Theo Walcott | 2 | Forward | Everton | 33 | 1989-03-16 | 170 | 37 |
| Jean Michau00ebl Seri | 2 | Midfielder | Fulham | 31 | 1991-07-19 | 171 | 32 |
| Ashley Barnes | 2 | Forward | Burnley | 32 | 1989-10-30 | 172 | 37 |
| Sokratis Papastathopoulos | 2 | Defender | Arsenal | 34 | 1988-06-09 | 173 | 25 |
| Lucas Torreira | 2 | Midfielder | Arsenal | 26 | 1996-02-11 | 174 | 34 |
| Bruno Saltor Grau | 1 | Defender | Brighton & Hove Albion | 42 | 1980-10-01 | 175 | 14 |
| Aleksandar Mitrović | 3 | Forward | Fulham | 28 | 1994-09-16 | 176 | 37 |
| DeAndre Yedlin | 2 | Defender | Newcastle United | 29 | 1993-07-09 | 177 | 29 |
| Séamus Coleman | 2 | Defender | Everton | 34 | 1988-10-11 | 178 | 29 |
| Sung-Yeung Ki | 1 | Midfielder | Newcastle United | 33 | 1989-01-24 | 179 | 18 |
| Nathaniel Clyne | 1 | Defender | AFC Bournemouth | 31 | 1991-04-05 | 180 | 18 |
| Ashley Young | 2 | Midfielder | Manchester United | 37 | 1985-07-09 | 181 | 30 |
| Shane Long | 1 | Forward | Southampton | 35 | 1987-01-22 | 182 | 26 |
| Granit Xhaka | 2 | Midfielder | Arsenal | 30 | 1992-09-27 | 183 | 29 |
| Robert Kenedy Nunes do Nascimento | 1 | Midfielder | Newcastle United | 26 | 1996-02-08 | 184 | 25 |
| Kurt Zouma | 2 | Defender | Everton | 28 | 1994-10-27 | 185 | 32 |
| Javier Hernandez | 1 | Forward | West Ham United | 34 | 1988-06-01 | 186 | 25 |
| Aaron Lennon | 1 | Midfielder | Burnley | 35 | 1987-04-16 | 187 | 16 |
| Chris Wood | 2 | Forward | Burnley | 30 | 1991-12-07 | 188 | 38 |
| Phil Jones | 1 | Defender | Manchester United | 30 | 1992-02-21 | 189 | 18 |
| Naby Deco Keïta | 1 | Midfielder | Liverpool | 27 | 1995-02-10 | 190 | 25 |
| Aaron Cresswell | 1 | Defender | West Ham United | 32 | 1989-12-15 | 191 | 20 |
| Maya Yoshida | 1 | Defender | Southampton | 34 | 1988-08-24 | 192 | 17 |
| Idrissa Gana Gueye | 2 | Midfielder | Everton | 33 | 1989-09-26 | 193 | 33 |
| Federico Fernández | 1 | Defender | Newcastle United | 33 | 1989-02-21 | 194 | 19 |
| Mario Lemina | 1 | Midfielder | Southampton | 29 | 1993-09-01 | 195 | 21 |
| Michael Keane | 2 | Defender | Everton | 29 | 1993-01-11 | 196 | 33 |
| Ayoze Perez | 2 | Forward | Newcastle United | 29 | 1993-07-29 | 197 | 37 |
| David Luiz | 2 | Defender | Chelsea | 35 | 1987-04-22 | 198 | 36 |
| Patrick van Aanholt | 2 | Defender | Crystal Palace | 32 | 1990-08-29 | 199 | 36 |
| Bernardo | 1 | Defender | Brighton & Hove Albion | 27 | 1995-05-14 | 200 | 22 |
| Virgil van Dijk | 2 | Defender | Liverpool | 31 | 1991-07-08 | 201 | 38 |
| Callum Paterson | 1 | Defender | Cardiff City | 28 | 1994-10-13 | 202 | 27 |
| Arthur Masuaku | 1 | Defender | West Ham United | 28 | 1993-11-07 | 203 | 23 |
| Jack Cork | 2 | Midfielder | Burnley | 33 | 1989-06-25 | 204 | 37 |
| Cyrus Christie | 1 | Defender | Fulham | 30 | 1992-09-30 | 205 | 28 |
| Dan Gosling | 1 | Midfielder | AFC Bournemouth | 32 | 1990-02-01 | 206 | 25 |
| Angelo Ogbonna | 1 | Defender | West Ham United | 34 | 1988-05-23 | 207 | 24 |
| Davinson Sánchez Mina | 1 | Defender | Tottenham Hotspur | 26 | 1996-06-12 | 208 | 23 |
| Jeffrey Schlupp | 1 | Defender | Crystal Palace | 29 | 1992-12-23 | 209 | 30 |
| Luka Milivojević | 2 | Midfielder | Crystal Palace | 31 | 1991-04-07 | 210 | 38 |
| Ben Mee | 2 | Defender | Burnley | 33 | 1989-09-21 | 211 | 38 |
| Demarai Gray | 1 | Midfielder | Leicester City | 26 | 1996-06-28 | 212 | 34 |
| André Filipe Tavares Gomes | 1 | Midfielder | Everton | 29 | 1993-07-30 | 213 | 27 |
| Yann Valery | 1 | Defender | Southampton | 23 | 1999-02-22 | 214 | 23 |
| James Tomkins | 1 | Defender | Crystal Palace | 33 | 1989-03-29 | 215 | 29 |
| Francisco Femenía Far | 1 | Midfielder | Watford | 31 | 1991-02-02 | 216 | 29 |
| Tom Cairney | 1 | Midfielder | Fulham | 31 | 1991-01-20 | 217 | 31 |
| Joe Bryan | 1 | Defender | Fulham | 29 | 1993-09-17 | 218 | 28 |
| Maxime Le Marchand | 1 | Defender | Fulham | 33 | 1989-10-11 | 219 | 26 |
| David Junior Hoilett | 1 | Forward | Cardiff City | 32 | 1990-06-05 | 220 | 32 |
| Harry Arter | 1 | Midfielder | Cardiff City | 32 | 1989-12-28 | 221 | 25 |
| Souleymane Bamba | 1 | Defender | Cardiff City | 37 | 1985-01-13 | 222 | 28 |
| Pablo Zabaleta | 1 | Defender | West Ham United | 37 | 1985-01-16 | 223 | 26 |
| Dale Stephens | 1 | Midfielder | Brighton & Hove Albion | 33 | 1989-06-12 | 224 | 30 |
| Jan Bednarek | 1 | Defender | Southampton | 26 | 1996-04-12 | 225 | 25 |
| Davy Pröpper | 1 | Midfielder | Brighton & Hove Albion | 31 | 1991-09-02 | 226 | 30 |
| Glenn Murray | 1 | Forward | Brighton & Hove Albion | 39 | 1983-09-25 | 227 | 38 |
| Adam Smith | 1 | Defender | AFC Bournemouth | 31 | 1991-04-29 | 228 | 25 |
| Martín Montoya | 1 | Defender | Brighton & Hove Albion | 31 | 1991-04-14 | 229 | 25 |
| Fabian Schär | 1 | Defender | Newcastle United | 30 | 1991-12-20 | 230 | 24 |
| Jonathan Hogg | 1 | Midfielder | Huddersfield Town | 33 | 1988-12-06 | 231 | 29 |
| Erik Durm | 1 | Defender | Huddersfield Town | 30 | 1992-05-12 | 232 | 28 |
| Aaron Mooy | 1 | Midfielder | Huddersfield Town | 32 | 1990-09-15 | 233 | 29 |
| Aron Einar Gunnarsson | 1 | Midfielder | Cardiff City | 33 | 1989-04-22 | 234 | 28 |
| Mathias Jattah-Njie Jørgensen | 1 | Defender | Huddersfield Town | 32 | 1990-04-23 | 235 | 24 |
| Terence Kongolo | 1 | Defender | Huddersfield Town | 28 | 1994-02-14 | 236 | 32 |
| Jonny | 1 | Defender | Wolverhampton Wanderers | 28 | 1994-03-03 | 237 | 33 |
| James Tarkowski | 1 | Defender | Burnley | 29 | 1992-11-19 | 238 | 35 |
| Charlie Taylor | 1 | Defender | Burnley | 29 | 1993-09-18 | 239 | 38 |
| Ederson | 1 | Goalkeeper | Manchester City | 29 | 1993-08-17 | 240 | 38 |
| Joe Bennett | 1 | Defender | Cardiff City | 32 | 1990-03-28 | 241 | 30 |
| Bruno Écuélé Manga | 1 | Defender | Cardiff City | 34 | 1988-07-16 | 242 | 38 |
| Steve Cook | 1 | Defender | AFC Bournemouth | 31 | 1991-04-19 | 243 | 31 |
| Denis Odoi | 1 | Defender | Fulham | 34 | 1988-05-27 | 244 | 31 |
| Jamal Lascelles | 1 | Defender | Newcastle United | 28 | 1993-11-11 | 245 | 32 |
| Victor Nilsson Lindelöf | 1 | Defender | Manchester United | 28 | 1994-07-17 | 246 | 30 |
| Jonas Lössl | 1 | Goalkeeper | Huddersfield Town | 33 | 1989-02-01 | 247 | 31 |
| Kyle Walker | 1 | Defender | Manchester City | 32 | 1990-05-28 | 248 | 33 |
| Sadio Mané | 1 | Forward | Liverpool | 30 | 1992-04-10 | 249 | 36 |
| Richarlison de Andrade | 1 | Forward | Everton | 25 | 1997-05-10 | 250 | 35 |
| Roberto Maximiliano Pereyra | 1 | Forward | Watford | 31 | 1991-01-07 | 251 | 33 |
| Lewis Dunk | 1 | Defender | Brighton & Hove Albion | 30 | 1991-11-21 | 252 | 36 |
| Shane Duffy | 1 | Defender | Brighton & Hove Albion | 30 | 1992-01-01 | 253 | 35 |
| Charlie Daniels | 0 | Defender | AFC Bournemouth | 36 | 1986-09-07 | 254 | 21 |
| Alfie Mawson | 0 | Defender | Fulham | 28 | 1994-01-19 | 255 | 15 |
| Antonio Valencia | 0 | Defender | Manchester United | 37 | 1985-08-04 | 256 | 6 |
| Nemanja Matić | 0 | Midfielder | Manchester United | 34 | 1988-08-01 | 257 | 28 |
| Jason Puncheon | 0 | Midfielder | Huddersfield Town | 36 | 1986-06-26 | 258 | 11 |
| Elias Kachunga | 0 | Forward | Huddersfield Town | 30 | 1992-04-22 | 259 | 20 |
| Jordan Pickford | 0 | Goalkeeper | Everton | 28 | 1994-03-07 | 260 | 38 |
| Diego Rico | 0 | Defender | AFC Bournemouth | 29 | 1993-02-23 | 261 | 12 |
| Kadeem Harris | 0 | Midfielder | Cardiff City | 29 | 1993-06-08 | 262 | 13 |
| Sean Longstaff | 0 | Midfielder | Newcastle United | 25 | 1997-10-30 | 263 | 9 |
| Romain Saïss | 0 | Midfielder | Wolverhampton Wanderers | 32 | 1990-03-26 | 264 | 19 |
| José Luis Sanmartín Mato | 0 | Forward | Newcastle United | 32 | 1990-03-27 | 265 | 16 |
| Victor Wanyama | 0 | Midfielder | Tottenham Hotspur | 31 | 1991-06-25 | 266 | 13 |
| Mohamed Diamé | 0 | Midfielder | Newcastle United | 35 | 1987-06-14 | 267 | 29 |
| Floyd Ayité | 0 | Midfielder | Fulham | 33 | 1988-12-15 | 268 | 16 |
| Paul Dummett | 0 | Defender | Newcastle United | 31 | 1991-09-26 | 269 | 26 |
| Alireza Jahanbakhsh | 0 | Forward | Brighton & Hove Albion | 29 | 1993-08-11 | 270 | 19 |
| Christian Atsu Twasam | 0 | Midfielder | Newcastle United | 30 | 1992-01-10 | 271 | 28 |
| Phil Jagielka | 0 | Defender | Everton | 40 | 1982-08-17 | 272 | 7 |
| Asmir Begović | 0 | Goalkeeper | AFC Bournemouth | 35 | 1987-06-20 | 273 | 24 |
| Ben Davies | 0 | Defender | Tottenham Hotspur | 29 | 1993-04-24 | 274 | 27 |
| Toby Alderweireld | 0 | Defender | Tottenham Hotspur | 33 | 1989-03-02 | 275 | 34 |
| Lucas Perez | 0 | Forward | West Ham United | 34 | 1988-09-10 | 276 | 15 |
| Moussa Dembele | 0 | Midfielder | Tottenham Hotspur | 35 | 1987-07-16 | 277 | 10 |
| Eric Dier | 0 | Midfielder | Tottenham Hotspur | 28 | 1994-01-15 | 278 | 20 |
| Lucas Rodrigues Moura da Silva | 0 | Midfielder | Tottenham Hotspur | 30 | 1992-08-13 | 279 | 32 |
| Matteo Darmian | 0 | Defender | Manchester United | 32 | 1989-12-02 | 280 | 6 |
| Jürgen Locadia | 0 | Forward | Brighton & Hove Albion | 28 | 1993-11-07 | 281 | 26 |
| Jan Vertonghen | 0 | Defender | Tottenham Hotspur | 35 | 1987-04-24 | 282 | 22 |
| Marcus Bettinelli | 0 | Goalkeeper | Fulham | 30 | 1992-05-24 | 283 | 7 |
| Hugo Lloris | 0 | Goalkeeper | Tottenham Hotspur | 35 | 1986-12-26 | 284 | 33 |
| André-Frank Zambo Anguissa | 0 | Midfielder | Fulham | 26 | 1995-11-16 | 285 | 22 |
| Joel Matip | 0 | Defender | Liverpool | 31 | 1991-08-08 | 286 | 22 |
| Leighton Baines | 0 | Defender | Everton | 37 | 1984-12-11 | 287 | 6 |
| Jefferson Lerma | 0 | Midfielder | AFC Bournemouth | 28 | 1994-10-25 | 288 | 30 |
| Florin Andone | 0 | Forward | Brighton & Hove Albion | 29 | 1993-04-11 | 289 | 23 |
| Yoshinori Muto | 0 | Forward | Newcastle United | 30 | 1992-07-15 | 290 | 17 |
| Jon Gorenc Stankovič | 0 | Defender | Huddersfield Town | 26 | 1996-01-14 | 291 | 11 |
| Leon Balogun | 0 | Defender | Brighton & Hove Albion | 34 | 1988-06-28 | 292 | 8 |
| Yves Bissouma | 0 | Midfielder | Brighton & Hove Albion | 26 | 1996-08-30 | 293 | 28 |
| Chris Smalling | 0 | Defender | Manchester United | 32 | 1989-11-22 | 294 | 24 |
| Laurent Koscielny | 0 | Defender | Arsenal | 37 | 1985-09-10 | 295 | 17 |
| Emerson Palmieri dos Santos | 0 | Defender | Chelsea | 28 | 1994-08-03 | 296 | 10 |
| Hamza Choudhury | 0 | Midfielder | Leicester City | 25 | 1997-10-01 | 297 | 9 |
| Tom Cleverley | 0 | Midfielder | Watford | 33 | 1989-08-12 | 298 | 13 |
| Harry Maguire | 0 | Defender | Leicester City | 29 | 1993-03-05 | 299 | 31 |
| Wes Morgan | 0 | Defender | Leicester City | 38 | 1984-01-21 | 300 | 22 |
| Florian Lejeune | 0 | Defender | Newcastle United | 31 | 1991-05-20 | 301 | 12 |
| Kasper Schmeichel | 0 | Goalkeeper | Leicester City | 35 | 1986-11-05 | 302 | 38 |
| Scott McTominay | 0 | Midfielder | Manchester United | 25 | 1996-12-08 | 303 | 16 |
| Ryan Bennett | 0 | Defender | Wolverhampton Wanderers | 32 | 1990-03-06 | 304 | 34 |
| Romelu Lukaku | 0 | Forward | Manchester United | 29 | 1993-05-13 | 305 | 32 |
| Gonzalo Higuain | 0 | Forward | Chelsea | 34 | 1987-12-10 | 306 | 14 |
| Michy Batshuayi | 0 | Forward | Crystal Palace | 29 | 1993-10-02 | 307 | 11 |
| Karlan Ahearne-Grant | 0 | Forward | Huddersfield Town | 24 | 1997-12-19 | 308 | 13 |
| Leandro Bacuna | 0 | Midfielder | Cardiff City | 31 | 1991-08-21 | 309 | 11 |
| Eric Bertrand Bailly | 0 | Defender | Manchester United | 28 | 1994-04-12 | 310 | 12 |
| Miguel Ángel Almirón Rejala | 0 | Midfielder | Newcastle United | 28 | 1994-02-10 | 311 | 10 |
| Willy Boly | 0 | Defender | Wolverhampton Wanderers | 31 | 1991-02-03 | 312 | 36 |
| Daniel Amartey | 0 | Midfielder | Leicester City | 27 | 1994-12-21 | 313 | 9 |
| Jack Simpson | 0 | Defender | AFC Bournemouth | 25 | 1996-12-18 | 314 | 6 |
| Ciaran Clark | 0 | Defender | Newcastle United | 33 | 1989-09-26 | 315 | 11 |
| Domingos Quina | 0 | Midfielder | Watford | 22 | 1999-11-18 | 316 | 8 |
| Martin Dúbravka | 0 | Goalkeeper | Newcastle United | 33 | 1989-01-15 | 317 | 38 |
| Danilo | 0 | Defender | Manchester City | 31 | 1991-07-15 | 318 | 11 |
| Jonny Evans | 0 | Defender | Leicester City | 34 | 1988-01-03 | 319 | 24 |
| Tim Ream | 0 | Defender | Fulham | 35 | 1987-10-05 | 320 | 26 |
| Steven Defour | 0 | Midfielder | Burnley | 34 | 1988-04-15 | 321 | 6 |
| Rachid Ghezzal | 0 | Forward | Leicester City | 30 | 1992-05-09 | 322 | 19 |
| Rúben Gonçalo Silva Nascimento Vinagre | 0 | Defender | Wolverhampton Wanderers | 23 | 1999-04-09 | 323 | 17 |
| Dejan Lovren | 0 | Defender | Liverpool | 33 | 1989-07-05 | 324 | 13 |
| Juninho Bacuna | 0 | Midfielder | Huddersfield Town | 25 | 1997-08-07 | 325 | 21 |
| Andy Carroll | 0 | Forward | West Ham United | 33 | 1989-01-06 | 326 | 12 |
| David Button | 0 | Goalkeeper | Brighton & Hove Albion | 33 | 1989-02-27 | 327 | 4 |
| Rui Pedro dos Santos Patrício | 0 | Goalkeeper | Wolverhampton Wanderers | 34 | 1988-02-15 | 328 | 37 |
| Yerry Fernando Mina González | 0 | Defender | Everton | 28 | 1994-09-23 | 329 | 13 |
| Caglar Söyüncü | 0 | Defender | Leicester City | 26 | 1996-05-23 | 330 | 6 |
| Leander Dendoncker | 0 | Midfielder | Wolverhampton Wanderers | 27 | 1995-04-15 | 331 | 19 |
| Onyinye Wilfred Ndidi | 0 | Midfielder | Leicester City | 25 | 1996-12-16 | 332 | 38 |
| Danny Simpson | 0 | Defender | Leicester City | 35 | 1987-01-04 | 333 | 6 |
| Juan Marcos Foyth | 0 | Defender | Tottenham Hotspur | 24 | 1998-01-12 | 334 | 12 |
| Harry Winks | 0 | Midfielder | Tottenham Hotspur | 26 | 1996-02-02 | 335 | 26 |
| Gaëtan Bong Songo | 0 | Defender | Brighton & Hove Albion | 34 | 1988-04-25 | 336 | 22 |
| Nathan Aké | 0 | Defender | AFC Bournemouth | 27 | 1995-02-18 | 337 | 38 |
| Alvaro Morata | 0 | Forward | Chelsea | 30 | 1992-10-23 | 338 | 16 |
| Angus Gunn | 0 | Goalkeeper | Southampton | 26 | 1996-01-22 | 339 | 12 |
| Ryan Fredericks | 0 | Midfielder | West Ham United | 30 | 1992-10-10 | 340 | 15 |
| Joe Hart | 0 | Goalkeeper | Burnley | 35 | 1987-04-19 | 341 | 19 |
| Matthew Lowton | 0 | Defender | Burnley | 33 | 1989-06-09 | 342 | 21 |
| Łukasz Fabiański | 0 | Goalkeeper | West Ham United | 37 | 1985-04-18 | 343 | 38 |
| Adam David Lallana | 0 | Midfielder | Liverpool | 34 | 1988-05-10 | 344 | 13 |
| Christopher Schindler | 0 | Defender | Huddersfield Town | 32 | 1990-04-29 | 345 | 37 |
| Andreas Christensen | 0 | Defender | Chelsea | 26 | 1996-04-10 | 346 | 8 |
| James Ward-Prowse | 0 | Midfielder | Southampton | 27 | 1994-11-01 | 347 | 26 |
| Ben Hamer | 0 | Goalkeeper | Huddersfield Town | 34 | 1987-11-20 | 348 | 7 |
| Jeff Hendrick | 0 | Midfielder | Burnley | 30 | 1992-01-31 | 349 | 32 |
| Martin Kelly | 0 | Defender | Crystal Palace | 32 | 1990-04-27 | 350 | 13 |
| Sam Vokes | 0 | Forward | Burnley | 33 | 1989-10-21 | 351 | 20 |
| Vicente Guaita | 0 | Goalkeeper | Crystal Palace | 35 | 1987-01-10 | 352 | 20 |
| Ben Foster | 0 | Goalkeeper | Watford | 39 | 1983-04-03 | 353 | 38 |
| Tom Heaton | 0 | Goalkeeper | Burnley | 36 | 1986-04-15 | 354 | 19 |
| Phil Bardsley | 0 | Defender | Burnley | 37 | 1985-06-28 | 355 | 19 |
| Fabián Cornelio Balbuena González | 0 | Defender | West Ham United | 31 | 1991-08-23 | 356 | 23 |
| Manolo Gabbiadini | 0 | Forward | Southampton | 30 | 1991-11-26 | 357 | 12 |
| Joel Ward | 0 | Defender | Crystal Palace | 32 | 1989-10-29 | 358 | 7 |
| Adama Diakhaby | 0 | Forward | Huddersfield Town | 26 | 1996-07-05 | 359 | 12 |
| Tom Smith | 0 | Defender | Huddersfield Town | 30 | 1992-04-14 | 360 | 15 |
| Andriy Yarmolenko | 0 | Forward | West Ham United | 33 | 1989-10-23 | 361 | 9 |
| Declan Rice | 0 | Midfielder | West Ham United | 23 | 1999-01-14 | 362 | 34 |
| Kepa Arrizabalaga | 0 | Goalkeeper | Chelsea | 28 | 1994-10-03 | 363 | 36 |
| Issa Diop | 0 | Defender | West Ham United | 25 | 1997-01-09 | 364 | 33 |
| Alex McCarthy | 0 | Goalkeeper | Southampton | 32 | 1989-12-03 | 365 | 25 |
| Ryan Bertrand | 0 | Defender | Southampton | 33 | 1989-08-05 | 366 | 24 |
| Jannik Vestergaard | 0 | Defender | Southampton | 30 | 1992-08-03 | 367 | 23 |
| Mohamed Elyounoussi | 0 | Midfielder | Southampton | 28 | 1994-08-04 | 368 | 16 |
| Jack Stephens | 0 | Defender | Southampton | 28 | 1994-01-27 | 369 | 24 |
| Wesley Hoedt | 0 | Defender | Southampton | 28 | 1994-03-06 | 370 | 13 |
| Oriol Romeu | 0 | Midfielder | Southampton | 31 | 1991-09-24 | 371 | 31 |
| Philip Billing | 0 | Midfielder | Huddersfield Town | 26 | 1996-06-11 | 372 | 27 |
| Alex Pritchard | 0 | Midfielder | Huddersfield Town | 29 | 1993-05-03 | 373 | 30 |
| Antonio Rüdiger | 0 | Defender | Chelsea | 29 | 1993-03-03 | 374 | 33 |
| Jorginho | 0 | Midfielder | Chelsea | 30 | 1991-12-20 | 375 | 37 |
| Florent Hadergjonaj | 0 | Defender | Huddersfield Town | 28 | 1994-07-31 | 376 | 24 |
| Petr Čech | 0 | Goalkeeper | Arsenal | 40 | 1982-05-20 | 377 | 7 |
| Shkodran Mustafi | 0 | Defender | Arsenal | 30 | 1992-04-17 | 378 | 31 |
| Andrew Surman | 0 | Midfielder | AFC Bournemouth | 36 | 1986-08-20 | 379 | 18 |
| Tom Davies | 0 | Midfielder | Everton | 24 | 1998-06-30 | 380 | 16 |
| Greg Cunningham | 0 | Defender | Cardiff City | 31 | 1991-01-31 | 381 | 7 |
| Danny Ward | 0 | Forward | Cardiff City | 31 | 1990-12-09 | 382 | 14 |
| Joe Ralls | 0 | Midfielder | Cardiff City | 29 | 1993-10-13 | 383 | 28 |
| Vincent Kompany | 0 | Defender | Manchester City | 36 | 1986-04-10 | 384 | 17 |
| Nicolas Otamendi | 0 | Defender | Manchester City | 34 | 1988-02-12 | 385 | 18 |
| Philip Foden | 0 | Midfielder | Manchester City | 22 | 2000-05-28 | 386 | 13 |
| Alisson Becker | 0 | Goalkeeper | Liverpool | 30 | 1992-10-02 | 387 | 38 |
| Oumar Niasse | 0 | Forward | Cardiff City | 32 | 1990-04-18 | 388 | 18 |
| Mathew Ryan | 0 | Goalkeeper | Brighton & Hove Albion | 30 | 1992-04-08 | 389 | 34 |
| Mason Holgate | 0 | Defender | Everton | 26 | 1996-10-22 | 390 | 5 |
| Lee Peltier | 0 | Defender | Cardiff City | 35 | 1986-12-11 | 391 | 20 |
| Neil Leonard Dula Etheridge | 0 | Goalkeeper | Cardiff City | 32 | 1990-02-07 | 392 | 38 |
| Lewis Cook | 0 | Midfielder | AFC Bournemouth | 25 | 1997-02-03 | 393 | 13 |
| Artur Boruc | 0 | Goalkeeper | AFC Bournemouth | 42 | 1980-02-20 | 394 | 12 |
| Lys Mousset | 0 | Forward | AFC Bournemouth | 26 | 1996-02-08 | 395 | 24 |
| Rajiv van La Parra | 0 | Midfielder | Huddersfield Town | 31 | 1991-06-04 | 396 | 5 |
| Nampalys Mendy | 0 | Midfielder | Leicester City | 30 | 1992-06-23 | 397 | 31 |
| Joe Gomez | 0 | Defender | Liverpool | 25 | 1997-05-23 | 398 | 16 |
| Calum Chambers | 0 | Defender | Fulham | 27 | 1995-01-20 | 399 | 31 |
| Craig Cathcart | 0 | Defender | Watford | 33 | 1989-02-06 | 400 | 36 |
| Stefan Marius Johansen | 0 | Midfielder | Fulham | 31 | 1991-01-08 | 401 | 12 |
| Christian Kabasele | 0 | Defender | Watford | 31 | 1991-02-24 | 402 | 21 |
| Mamadou Sakho | 0 | Defender | Crystal Palace | 32 | 1990-02-13 | 403 | 27 |
| Wayne Hennessey | 0 | Goalkeeper | Crystal Palace | 35 | 1987-01-24 | 404 | 18 |
| Mattéo Guendouzi Olié | 0 | Midfielder | Arsenal | 23 | 1999-04-14 | 405 | 33 |
| Sergio Rico | 0 | Goalkeeper | Fulham | 29 | 1993-09-01 | 406 | 29 |
| Stephan Lichtsteiner | 0 | Defender | Arsenal | 38 | 1984-01-16 | 407 | 14 |
| Timothy Fosu-Mensah | 0 | Defender | Fulham | 24 | 1998-01-02 | 408 | 12 |
| Mohamed Elneny | 0 | Midfielder | Arsenal | 30 | 1992-07-11 | 409 | 8 |
| Kevin McDonald | 0 | Midfielder | Fulham | 33 | 1988-11-04 | 410 | 15 |
| Rob Holding | 0 | Defender | Arsenal | 27 | 1995-09-20 | 411 | 10 |
| Aboubakar Kamara | 0 | Forward | Fulham | 27 | 1995-03-07 | 412 | 13 |
| Bernd Leno | 0 | Goalkeeper | Arsenal | 30 | 1992-03-04 | 413 | 32 |
| Adrian Mariappa | 0 | Defender | Watford | 36 | 1986-10-03 | 414 | 26 |
| Conor Coady | 0 | Midfielder | Wolverhampton Wanderers | 29 | 1993-02-25 | 415 | 38 |
| Georginio Wijnaldum | 0 | Midfielder | Liverpool | 31 | 1990-11-11 | 416 | 35 |
| André Schürrle | 0 | Midfielder | Fulham | 31 | 1990-11-06 | 417 | 24 |
| John Stones | 0 | Defender | Manchester City | 28 | 1994-05-28 | 418 | 24 |
| David de Gea | 0 | Goalkeeper | Manchester United | 31 | 1990-11-07 | 419 | 38 |
A defenders main job is in its name they are the front line between the strikers and the goalie so they must do all in their power to make sure the ball does not get past them. If they are able to do this they can get a clean sheet meaning no balls get scored on them.
Defend <- filter(df, rank_in_league_top_defenders != -1) %>%
select(c('full_name','clean_sheets_overall','position','current_club','age','birthday_gmt', 'rank_in_league_top_defenders', 'appearances_overall' ))
DefendClean <- Defend[order(Defend$rank_in_league_top_defenders),]
kable(DefendClean, format = "html" , caption = "Top league Defenders",align = "cccccccccccccccc") %>% kable_styling()
| full_name | clean_sheets_overall | position | current_club | age | birthday_gmt | rank_in_league_top_defenders | appearances_overall |
|---|---|---|---|---|---|---|---|
| Joe Gomez | 11 | Defender | Liverpool | 25 | 1997-05-23 | 1 | 16 |
| Andrew Robertson | 21 | Defender | Liverpool | 28 | 1994-03-11 | 2 | 36 |
| Alisson Becker | 21 | Goalkeeper | Liverpool | 30 | 1992-10-02 | 3 | 38 |
| Nicolas Otamendi | 10 | Defender | Manchester City | 34 | 1988-02-12 | 4 | 18 |
| Virgil van Dijk | 21 | Defender | Liverpool | 31 | 1991-07-08 | 5 | 38 |
| Trent Alexander-Arnold | 16 | Defender | Liverpool | 24 | 1998-10-07 | 6 | 29 |
| Vincent Kompany | 7 | Defender | Manchester City | 36 | 1986-04-10 | 7 | 17 |
| Joel Matip | 11 | Defender | Liverpool | 31 | 1991-08-08 | 8 | 22 |
| Phil Jagielka | 5 | Defender | Everton | 40 | 1982-08-17 | 9 | 7 |
| Kyle Walker | 18 | Defender | Manchester City | 32 | 1990-05-28 | 10 | 33 |
| Danny Rose | 10 | Defender | Tottenham Hotspur | 32 | 1990-07-02 | 11 | 26 |
| Benjamin Mendy | 4 | Defender | Manchester City | 28 | 1994-07-17 | 12 | 10 |
| Ederson | 20 | Goalkeeper | Manchester City | 29 | 1993-08-17 | 13 | 38 |
| Aymeric Laporte | 18 | Defender | Manchester City | 28 | 1994-05-27 | 14 | 35 |
| Dejan Lovren | 6 | Defender | Liverpool | 33 | 1989-07-05 | 15 | 13 |
| Caglar Söyüncü | 2 | Defender | Leicester City | 26 | 1996-05-23 | 16 | 6 |
| John Stones | 13 | Defender | Manchester City | 28 | 1994-05-28 | 17 | 24 |
| Danilo | 5 | Defender | Manchester City | 31 | 1991-07-15 | 18 | 11 |
| Kieran Trippier | 10 | Defender | Tottenham Hotspur | 32 | 1990-09-19 | 19 | 27 |
| Toby Alderweireld | 12 | Defender | Tottenham Hotspur | 33 | 1989-03-02 | 20 | 34 |
| Hugo Lloris | 12 | Goalkeeper | Tottenham Hotspur | 35 | 1986-12-26 | 21 | 33 |
| Marcos Alonso | 14 | Defender | Chelsea | 31 | 1990-12-28 | 22 | 31 |
| Fabian Schär | 8 | Defender | Newcastle United | 30 | 1991-12-20 | 23 | 24 |
| Scott Dann | 3 | Defender | Crystal Palace | 35 | 1987-02-14 | 24 | 10 |
| Kyle Walker-Peters | 3 | Defender | Tottenham Hotspur | 25 | 1997-04-13 | 25 | 6 |
| Davinson Sánchez Mina | 6 | Defender | Tottenham Hotspur | 26 | 1996-06-12 | 26 | 23 |
| David Luiz | 16 | Defender | Chelsea | 35 | 1987-04-22 | 27 | 36 |
| Juan Marcos Foyth | 4 | Defender | Tottenham Hotspur | 24 | 1998-01-12 | 28 | 12 |
| Antonio Valencia | 2 | Defender | Manchester United | 37 | 1985-08-04 | 29 | 6 |
| Javier Manquillo Gaitán | 6 | Defender | Newcastle United | 28 | 1994-05-05 | 30 | 18 |
| Jan Vertonghen | 7 | Defender | Tottenham Hotspur | 35 | 1987-04-24 | 31 | 22 |
| Jonny Evans | 8 | Defender | Leicester City | 34 | 1988-01-03 | 32 | 24 |
| Cesar Azpilicueta | 16 | Defender | Chelsea | 33 | 1989-08-28 | 33 | 38 |
| Séamus Coleman | 13 | Defender | Everton | 34 | 1988-10-11 | 34 | 29 |
| Andreas Christensen | 3 | Defender | Chelsea | 26 | 1996-04-10 | 35 | 8 |
| Florian Lejeune | 3 | Defender | Newcastle United | 31 | 1991-05-20 | 36 | 12 |
| Nacho Monreal | 6 | Defender | Arsenal | 36 | 1986-02-26 | 37 | 22 |
| Antonio Rüdiger | 12 | Defender | Chelsea | 29 | 1993-03-03 | 38 | 33 |
| Kepa Arrizabalaga | 14 | Goalkeeper | Chelsea | 28 | 1994-10-03 | 39 | 36 |
| Ryan Bennett | 9 | Defender | Wolverhampton Wanderers | 32 | 1990-03-06 | 40 | 34 |
| Jamal Lascelles | 11 | Defender | Newcastle United | 28 | 1993-11-11 | 41 | 32 |
| Lucas Digne | 14 | Defender | Everton | 29 | 1993-07-20 | 42 | 35 |
| Willy Boly | 8 | Defender | Wolverhampton Wanderers | 31 | 1991-02-03 | 43 | 36 |
| Ben Chilwell | 10 | Defender | Leicester City | 25 | 1996-12-21 | 44 | 36 |
| Vicente Guaita | 7 | Goalkeeper | Crystal Palace | 35 | 1987-01-10 | 45 | 20 |
| Matt Doherty | 9 | Defender | Wolverhampton Wanderers | 30 | 1992-01-16 | 46 | 38 |
| Rob Holding | 2 | Defender | Arsenal | 27 | 1995-09-20 | 47 | 10 |
| Wes Morgan | 6 | Defender | Leicester City | 38 | 1984-01-21 | 48 | 22 |
| Michael Keane | 13 | Defender | Everton | 29 | 1993-01-11 | 49 | 33 |
| Kasper Schmeichel | 10 | Goalkeeper | Leicester City | 35 | 1986-11-05 | 50 | 38 |
| Phil Jones | 4 | Defender | Manchester United | 30 | 1992-02-21 | 51 | 18 |
| Ricardo Domingos Barbosa Pereira | 10 | Defender | Leicester City | 29 | 1993-10-06 | 52 | 35 |
| Patrick van Aanholt | 12 | Defender | Crystal Palace | 32 | 1990-08-29 | 53 | 36 |
| Rúben Gonçalo Silva Nascimento Vinagre | 5 | Defender | Wolverhampton Wanderers | 23 | 1999-04-09 | 54 | 17 |
| Issa Diop | 7 | Defender | West Ham United | 25 | 1997-01-09 | 55 | 33 |
| Rui Pedro dos Santos Patrício | 8 | Goalkeeper | Wolverhampton Wanderers | 34 | 1988-02-15 | 56 | 37 |
| Jordan Pickford | 14 | Goalkeeper | Everton | 28 | 1994-03-07 | 57 | 38 |
| Martin Dúbravka | 11 | Goalkeeper | Newcastle United | 33 | 1989-01-15 | 58 | 38 |
| Jonny | 8 | Defender | Wolverhampton Wanderers | 28 | 1994-03-03 | 59 | 33 |
| Ben Davies | 10 | Defender | Tottenham Hotspur | 29 | 1993-04-24 | 60 | 27 |
| Hector Bellerin | 4 | Defender | Arsenal | 27 | 1995-03-19 | 61 | 19 |
| Phil Bardsley | 4 | Defender | Burnley | 37 | 1985-06-28 | 62 | 19 |
| James Tomkins | 10 | Defender | Crystal Palace | 33 | 1989-03-29 | 63 | 29 |
| Mamadou Sakho | 9 | Defender | Crystal Palace | 32 | 1990-02-13 | 64 | 27 |
| Jannik Vestergaard | 4 | Defender | Southampton | 30 | 1992-08-03 | 65 | 23 |
| Fabián Cornelio Balbuena González | 5 | Defender | West Ham United | 31 | 1991-08-23 | 66 | 23 |
| Yerry Fernando Mina González | 4 | Defender | Everton | 28 | 1994-09-23 | 67 | 13 |
| Tom Heaton | 4 | Goalkeeper | Burnley | 36 | 1986-04-15 | 68 | 19 |
| Paul Dummett | 9 | Defender | Newcastle United | 31 | 1991-09-26 | 69 | 26 |
| Kevin Long | 1 | Defender | Burnley | 32 | 1990-08-18 | 70 | 6 |
| Petr Čech | 2 | Goalkeeper | Arsenal | 40 | 1982-05-20 | 71 | 7 |
| Lee Peltier | 6 | Defender | Cardiff City | 35 | 1986-12-11 | 72 | 20 |
| Danny Simpson | 3 | Defender | Leicester City | 35 | 1987-01-04 | 73 | 6 |
| Shkodran Mustafi | 6 | Defender | Arsenal | 30 | 1992-04-17 | 74 | 31 |
| Sead Kolašinac | 5 | Defender | Arsenal | 29 | 1993-06-20 | 75 | 24 |
| Bernd Leno | 7 | Goalkeeper | Arsenal | 30 | 1992-03-04 | 76 | 32 |
| Luke Shaw | 6 | Defender | Manchester United | 27 | 1995-07-12 | 77 | 29 |
| Harry Maguire | 7 | Defender | Leicester City | 29 | 1993-03-05 | 78 | 31 |
| David Button | 1 | Goalkeeper | Brighton & Hove Albion | 33 | 1989-02-27 | 79 | 4 |
| Aaron Cresswell | 3 | Defender | West Ham United | 32 | 1989-12-15 | 80 | 20 |
| Łukasz Fabiański | 7 | Goalkeeper | West Ham United | 37 | 1985-04-18 | 81 | 38 |
| Sokratis Papastathopoulos | 6 | Defender | Arsenal | 34 | 1988-06-09 | 82 | 25 |
| Kurt Zouma | 11 | Defender | Everton | 28 | 1994-10-27 | 83 | 32 |
| Daryl Janmaat | 3 | Defender | Watford | 33 | 1989-07-22 | 84 | 18 |
| Adam Smith | 9 | Defender | AFC Bournemouth | 31 | 1991-04-29 | 85 | 25 |
| Jeffrey Schlupp | 8 | Defender | Crystal Palace | 29 | 1992-12-23 | 86 | 30 |
| Wayne Hennessey | 5 | Goalkeeper | Crystal Palace | 35 | 1987-01-24 | 87 | 18 |
| Victor Nilsson Lindelöf | 6 | Defender | Manchester United | 28 | 1994-07-17 | 88 | 30 |
| Arthur Masuaku | 6 | Defender | West Ham United | 28 | 1993-11-07 | 89 | 23 |
| Federico Fernández | 4 | Defender | Newcastle United | 33 | 1989-02-21 | 90 | 19 |
| David de Gea | 7 | Goalkeeper | Manchester United | 31 | 1990-11-07 | 91 | 38 |
| Bruno Saltor Grau | 4 | Defender | Brighton & Hove Albion | 42 | 1980-10-01 | 92 | 14 |
| DeAndre Yedlin | 6 | Defender | Newcastle United | 29 | 1993-07-09 | 93 | 29 |
| Adrian Mariappa | 6 | Defender | Watford | 36 | 1986-10-03 | 94 | 26 |
| Yann Valery | 3 | Defender | Southampton | 23 | 1999-02-22 | 95 | 23 |
| Emerson Palmieri dos Santos | 3 | Defender | Chelsea | 28 | 1994-08-03 | 96 | 10 |
| Leon Balogun | 0 | Defender | Brighton & Hove Albion | 34 | 1988-06-28 | 97 | 8 |
| Jan Bednarek | 3 | Defender | Southampton | 26 | 1996-04-12 | 98 | 25 |
| Pablo Zabaleta | 4 | Defender | West Ham United | 37 | 1985-01-16 | 99 | 26 |
| Artur Boruc | 4 | Goalkeeper | AFC Bournemouth | 42 | 1980-02-20 | 100 | 12 |
| Christian Kabasele | 4 | Defender | Watford | 31 | 1991-02-24 | 101 | 21 |
| Matteo Darmian | 1 | Defender | Manchester United | 32 | 1989-12-02 | 102 | 6 |
| Laurent Koscielny | 4 | Defender | Arsenal | 37 | 1985-09-10 | 103 | 17 |
| Angus Gunn | 3 | Goalkeeper | Southampton | 26 | 1996-01-22 | 104 | 12 |
| José Holebas | 5 | Defender | Watford | 38 | 1984-06-27 | 105 | 28 |
| Chris Smalling | 4 | Defender | Manchester United | 32 | 1989-11-22 | 106 | 24 |
| Bernardo | 4 | Defender | Brighton & Hove Albion | 27 | 1995-05-14 | 107 | 22 |
| Serge Aurier | 3 | Defender | Tottenham Hotspur | 29 | 1992-12-24 | 108 | 8 |
| Leighton Baines | 1 | Defender | Everton | 37 | 1984-12-11 | 109 | 6 |
| Martin Kelly | 3 | Defender | Crystal Palace | 32 | 1990-04-27 | 110 | 13 |
| Charlie Taylor | 8 | Defender | Burnley | 29 | 1993-09-18 | 111 | 38 |
| Joe Bennett | 9 | Defender | Cardiff City | 32 | 1990-03-28 | 112 | 30 |
| Ciaran Clark | 2 | Defender | Newcastle United | 33 | 1989-09-26 | 113 | 11 |
| Alex McCarthy | 4 | Goalkeeper | Southampton | 32 | 1989-12-03 | 114 | 25 |
| Shane Duffy | 7 | Defender | Brighton & Hove Albion | 30 | 1992-01-01 | 115 | 35 |
| Ben Foster | 7 | Goalkeeper | Watford | 39 | 1983-04-03 | 116 | 38 |
| Ryan Bertrand | 6 | Defender | Southampton | 33 | 1989-08-05 | 117 | 24 |
| Ben Mee | 8 | Defender | Burnley | 33 | 1989-09-21 | 118 | 38 |
| Craig Cathcart | 6 | Defender | Watford | 33 | 1989-02-06 | 119 | 36 |
| Lewis Dunk | 7 | Defender | Brighton & Hove Albion | 30 | 1991-11-21 | 120 | 36 |
| James Tarkowski | 7 | Defender | Burnley | 29 | 1992-11-19 | 121 | 35 |
| Mathew Ryan | 6 | Goalkeeper | Brighton & Hove Albion | 30 | 1992-04-08 | 122 | 34 |
| Wesley Hoedt | 4 | Defender | Southampton | 28 | 1994-03-06 | 123 | 13 |
| Angelo Ogbonna | 3 | Defender | West Ham United | 34 | 1988-05-23 | 124 | 24 |
| Mathias Jattah-Njie Jørgensen | 3 | Defender | Huddersfield Town | 32 | 1990-04-23 | 125 | 24 |
| Bruno Écuélé Manga | 10 | Defender | Cardiff City | 34 | 1988-07-16 | 126 | 38 |
| Cedric Soares | 5 | Defender | Southampton | 31 | 1991-08-31 | 127 | 18 |
| Martín Montoya | 3 | Defender | Brighton & Hove Albion | 31 | 1991-04-14 | 128 | 25 |
| Jonjoe Kenny | 2 | Defender | Everton | 25 | 1997-03-15 | 129 | 10 |
| Jack Stephens | 5 | Defender | Southampton | 28 | 1994-01-27 | 130 | 24 |
| José Diogo Dalot Teixeira | 2 | Defender | Manchester United | 23 | 1999-03-18 | 131 | 16 |
| Gaëtan Bong Songo | 5 | Defender | Brighton & Hove Albion | 34 | 1988-04-25 | 132 | 22 |
| Maya Yoshida | 3 | Defender | Southampton | 34 | 1988-08-24 | 133 | 17 |
| Neil Leonard Dula Etheridge | 10 | Goalkeeper | Cardiff City | 32 | 1990-02-07 | 134 | 38 |
| Florent Hadergjonaj | 4 | Defender | Huddersfield Town | 28 | 1994-07-31 | 135 | 24 |
| Souleymane Bamba | 7 | Defender | Cardiff City | 37 | 1985-01-13 | 136 | 28 |
| Callum Paterson | 7 | Defender | Cardiff City | 28 | 1994-10-13 | 137 | 27 |
| Simon Francis | 5 | Defender | AFC Bournemouth | 37 | 1985-02-16 | 138 | 17 |
| Jonas Lössl | 5 | Goalkeeper | Huddersfield Town | 33 | 1989-02-01 | 139 | 31 |
| Sean Morrison | 9 | Defender | Cardiff City | 31 | 1991-01-08 | 140 | 34 |
| Eric Bertrand Bailly | 3 | Defender | Manchester United | 28 | 1994-04-12 | 141 | 12 |
| Chris Mepham | 3 | Defender | AFC Bournemouth | 24 | 1997-11-05 | 142 | 13 |
| Calum Chambers | 5 | Defender | Fulham | 27 | 1995-01-20 | 143 | 31 |
| Adam Masina | 2 | Defender | Watford | 28 | 1994-01-02 | 144 | 14 |
| Steve Cook | 9 | Defender | AFC Bournemouth | 31 | 1991-04-19 | 145 | 31 |
| Nathaniel Clyne | 6 | Defender | AFC Bournemouth | 31 | 1991-04-05 | 146 | 18 |
| Stephan Lichtsteiner | 2 | Defender | Arsenal | 38 | 1984-01-16 | 147 | 14 |
| Nathan Aké | 10 | Defender | AFC Bournemouth | 27 | 1995-02-18 | 148 | 38 |
| Joe Hart | 4 | Goalkeeper | Burnley | 35 | 1987-04-19 | 149 | 19 |
| Matthew Lowton | 4 | Defender | Burnley | 33 | 1989-06-09 | 150 | 21 |
| Matt Targett | 1 | Defender | Southampton | 27 | 1995-09-18 | 151 | 16 |
| Charlie Daniels | 6 | Defender | AFC Bournemouth | 36 | 1986-09-07 | 152 | 21 |
| Sergio Rico | 5 | Goalkeeper | Fulham | 29 | 1993-09-01 | 153 | 29 |
| Asmir Begović | 5 | Goalkeeper | AFC Bournemouth | 35 | 1987-06-20 | 154 | 24 |
| Cyrus Christie | 5 | Defender | Fulham | 30 | 1992-09-30 | 155 | 28 |
| Erik Durm | 3 | Defender | Huddersfield Town | 30 | 1992-05-12 | 156 | 28 |
| Christopher Schindler | 5 | Defender | Huddersfield Town | 32 | 1990-04-29 | 157 | 37 |
| Joe Bryan | 5 | Defender | Fulham | 29 | 1993-09-17 | 158 | 28 |
| Joel Ward | 0 | Defender | Crystal Palace | 32 | 1989-10-29 | 159 | 7 |
| Mason Holgate | 0 | Defender | Everton | 26 | 1996-10-22 | 160 | 5 |
| Alfie Mawson | 3 | Defender | Fulham | 28 | 1994-01-19 | 161 | 15 |
| Maxime Le Marchand | 4 | Defender | Fulham | 33 | 1989-10-11 | 162 | 26 |
| Jack Simpson | 2 | Defender | AFC Bournemouth | 25 | 1996-12-18 | 163 | 6 |
| Timothy Fosu-Mensah | 1 | Defender | Fulham | 24 | 1998-01-02 | 164 | 12 |
| Terence Kongolo | 4 | Defender | Huddersfield Town | 28 | 1994-02-14 | 165 | 32 |
| Denis Odoi | 5 | Defender | Fulham | 34 | 1988-05-27 | 166 | 31 |
| Tim Ream | 5 | Defender | Fulham | 35 | 1987-10-05 | 167 | 26 |
| Ryan Sessegnon | 4 | Defender | Fulham | 22 | 2000-05-18 | 168 | 35 |
| Chris Löwe | 1 | Defender | Huddersfield Town | 33 | 1989-04-16 | 169 | 29 |
| Greg Cunningham | 1 | Defender | Cardiff City | 31 | 1991-01-31 | 170 | 7 |
| Jon Gorenc Stankovič | 2 | Defender | Huddersfield Town | 26 | 1996-01-14 | 171 | 11 |
| Diego Rico | 0 | Defender | AFC Bournemouth | 29 | 1993-02-23 | 172 | 12 |
| Tom Smith | 1 | Defender | Huddersfield Town | 30 | 1992-04-14 | 173 | 15 |
| Marcus Bettinelli | 0 | Goalkeeper | Fulham | 30 | 1992-05-24 | 174 | 7 |
| Ben Hamer | 1 | Goalkeeper | Huddersfield Town | 34 | 1987-11-20 | 175 | 7 |
A Scorer can be anyone as long as they shoot their shot and get it in they rank. These rankings in this section specifically focus on who is the best in their respective club (team).
Scorer <- filter(df, rank_in_club_top_scorer != -1) %>%
select(c('full_name','goals_overall','assists_overall','position','current_club','age','birthday_gmt', 'rank_in_club_top_scorer', 'appearances_overall' ))
ScorerClean <- Scorer[order(Scorer$rank_in_club_top_scorer,-Scorer$goals_overall),]
kable(ScorerClean, format = "html" , caption = "Top league Scorer",align = "cccccccccccccccc") %>% kable_styling()
| full_name | goals_overall | assists_overall | position | current_club | age | birthday_gmt | rank_in_club_top_scorer | appearances_overall |
|---|---|---|---|---|---|---|---|---|
| Pierre-Emerick Aubameyang | 22 | 5 | Forward | Arsenal | 33 | 1989-06-18 | 1 | 36 |
| Sadio Mané | 22 | 1 | Forward | Liverpool | 30 | 1992-04-10 | 1 | 36 |
| Sergio Aguero | 21 | 8 | Forward | Manchester City | 34 | 1988-06-02 | 1 | 33 |
| Jamie Vardy | 18 | 4 | Forward | Leicester City | 35 | 1987-01-11 | 1 | 34 |
| Harry Kane | 17 | 4 | Forward | Tottenham Hotspur | 29 | 1993-07-28 | 1 | 28 |
| Eden Hazard | 16 | 15 | Midfielder | Chelsea | 31 | 1991-01-07 | 1 | 37 |
| Callum Wilson | 14 | 9 | Forward | AFC Bournemouth | 30 | 1992-02-27 | 1 | 30 |
| Glenn Murray | 13 | 1 | Forward | Brighton & Hove Albion | 39 | 1983-09-25 | 1 | 38 |
| Paul Pogba | 13 | 9 | Midfielder | Manchester United | 29 | 1993-03-15 | 1 | 35 |
| Raúl Alonso Jiménez Rodríguez | 13 | 7 | Forward | Wolverhampton Wanderers | 31 | 1991-05-05 | 1 | 38 |
| Richarlison de Andrade | 13 | 1 | Forward | Everton | 25 | 1997-05-10 | 1 | 35 |
| Ashley Barnes | 12 | 2 | Forward | Burnley | 32 | 1989-10-30 | 1 | 37 |
| Ayoze Perez | 12 | 2 | Forward | Newcastle United | 29 | 1993-07-29 | 1 | 37 |
| Luka Milivojević | 12 | 2 | Midfielder | Crystal Palace | 31 | 1991-04-07 | 1 | 38 |
| Aleksandar Mitrović | 11 | 3 | Forward | Fulham | 28 | 1994-09-16 | 1 | 37 |
| Gerard Deulofeu | 10 | 5 | Forward | Watford | 28 | 1994-03-13 | 1 | 30 |
| Marko Arnautović | 10 | 4 | Forward | West Ham United | 33 | 1989-04-19 | 1 | 28 |
| James Ward-Prowse | 7 | 0 | Midfielder | Southampton | 27 | 1994-11-01 | 1 | 26 |
| Víctor Camarasa | 5 | 4 | Midfielder | Cardiff City | 28 | 1994-05-28 | 1 | 32 |
| Karlan Ahearne-Grant | 4 | 0 | Forward | Huddersfield Town | 24 | 1997-12-19 | 1 | 13 |
| Mohamed Salah | 22 | 8 | Forward | Liverpool | 30 | 1992-06-15 | 2 | 38 |
| Raheem Sterling | 17 | 10 | Forward | Manchester City | 27 | 1994-12-08 | 2 | 34 |
| Alexandre Lacazette | 13 | 8 | Forward | Arsenal | 31 | 1991-05-28 | 2 | 35 |
| Gylfi Sigurdsson | 13 | 6 | Midfielder | Everton | 33 | 1989-09-08 | 2 | 38 |
| Heung-Min Son | 12 | 6 | Forward | Tottenham Hotspur | 30 | 1992-07-08 | 2 | 31 |
| Joshua King | 12 | 3 | Forward | AFC Bournemouth | 30 | 1992-01-15 | 2 | 35 |
| Romelu Lukaku | 12 | 0 | Forward | Manchester United | 29 | 1993-05-13 | 2 | 32 |
| Rondon | 11 | 7 | Forward | Newcastle United | 33 | 1989-09-16 | 2 | 32 |
| Chris Wood | 10 | 2 | Forward | Burnley | 30 | 1991-12-07 | 2 | 38 |
| Wilfried Zaha | 10 | 5 | Midfielder | Crystal Palace | 29 | 1992-11-10 | 2 | 34 |
| Diogo José Teixeira da Silva | 9 | 5 | Midfielder | Wolverhampton Wanderers | 25 | 1996-12-04 | 2 | 33 |
| Felipe Anderson Pereira Gomes | 9 | 4 | Midfielder | West Ham United | 29 | 1993-04-15 | 2 | 36 |
| Troy Deeney | 9 | 5 | Forward | Watford | 34 | 1988-06-29 | 2 | 32 |
| Pedro Rodriguez | 8 | 2 | Midfielder | Chelsea | 35 | 1987-07-28 | 2 | 31 |
| Daniel William John Ings | 7 | 3 | Forward | Southampton | 30 | 1992-07-23 | 2 | 24 |
| James Maddison | 7 | 7 | Midfielder | Leicester City | 25 | 1996-11-23 | 2 | 36 |
| André Schürrle | 6 | 0 | Midfielder | Fulham | 31 | 1990-11-06 | 2 | 24 |
| Bobby Reid | 5 | 2 | Midfielder | Cardiff City | 29 | 1993-02-02 | 2 | 27 |
| Shane Duffy | 5 | 1 | Defender | Brighton & Hove Albion | 30 | 1992-01-01 | 2 | 35 |
| Mathias Jattah-Njie Jørgensen | 3 | 1 | Defender | Huddersfield Town | 32 | 1990-04-23 | 2 | 24 |
| Roberto Firmino | 12 | 6 | Forward | Liverpool | 31 | 1991-10-02 | 3 | 34 |
| Leroy Sané | 10 | 10 | Midfielder | Manchester City | 26 | 1996-01-11 | 3 | 31 |
| Lucas Rodrigues Moura da Silva | 10 | 0 | Midfielder | Tottenham Hotspur | 30 | 1992-08-13 | 3 | 32 |
| Marcus Rashford | 10 | 6 | Forward | Manchester United | 25 | 1997-10-31 | 3 | 33 |
| Andre Gray | 7 | 2 | Forward | Watford | 31 | 1991-06-26 | 3 | 29 |
| Javier Hernandez | 7 | 1 | Forward | West Ham United | 34 | 1988-06-01 | 3 | 25 |
| Ryan Fraser | 7 | 14 | Midfielder | AFC Bournemouth | 28 | 1994-02-24 | 3 | 38 |
| Andros Townsend | 6 | 4 | Midfielder | Crystal Palace | 31 | 1991-07-16 | 3 | 38 |
| Dominic Calvert-Lewin | 6 | 2 | Forward | Everton | 25 | 1997-03-16 | 3 | 35 |
| Henrikh Mkhitaryan | 6 | 4 | Midfielder | Arsenal | 33 | 1989-01-21 | 3 | 25 |
| Nathan Redmond | 6 | 4 | Midfielder | Southampton | 28 | 1994-03-06 | 3 | 38 |
| Ruben Loftus-Cheek | 6 | 2 | Midfielder | Chelsea | 26 | 1996-01-23 | 3 | 24 |
| Ryan Guno Babel | 5 | 3 | Forward | Fulham | 35 | 1986-12-19 | 3 | 16 |
| Callum Paterson | 4 | 1 | Defender | Cardiff City | 28 | 1994-10-13 | 3 | 27 |
| Demarai Gray | 4 | 1 | Midfielder | Leicester City | 26 | 1996-06-28 | 3 | 34 |
| Fabian Schär | 4 | 1 | Defender | Newcastle United | 30 | 1991-12-20 | 3 | 24 |
| Rúben Diogo Da Silva Neves | 4 | 3 | Midfielder | Wolverhampton Wanderers | 25 | 1997-03-13 | 3 | 35 |
| Aaron Mooy | 3 | 1 | Midfielder | Huddersfield Town | 32 | 1990-09-15 | 3 | 29 |
| Florin Andone | 3 | 0 | Forward | Brighton & Hove Albion | 29 | 1993-04-11 | 3 | 23 |
| Sam Vokes | 3 | 0 | Forward | Burnley | 33 | 1989-10-21 | 3 | 20 |
| Anthony Martial | 10 | 2 | Forward | Manchester United | 26 | 1995-12-05 | 4 | 27 |
| Christian Eriksen | 8 | 12 | Midfielder | Tottenham Hotspur | 30 | 1992-02-14 | 4 | 35 |
| David Brooks | 7 | 5 | Forward | AFC Bournemouth | 25 | 1997-07-08 | 4 | 30 |
| Gabriel Jesus | 7 | 3 | Forward | Manchester City | 25 | 1997-04-03 | 4 | 29 |
| Michail Antonio | 6 | 4 | Midfielder | West Ham United | 32 | 1990-03-28 | 4 | 33 |
| Roberto Maximiliano Pereyra | 6 | 1 | Forward | Watford | 31 | 1991-01-07 | 4 | 33 |
| Xherdan Shaqiri | 6 | 3 | Midfielder | Liverpool | 31 | 1991-10-10 | 4 | 24 |
| Alvaro Morata | 5 | 0 | Forward | Chelsea | 30 | 1992-10-23 | 4 | 16 |
| Mesut Özil | 5 | 2 | Midfielder | Arsenal | 34 | 1988-10-15 | 4 | 24 |
| Michy Batshuayi | 5 | 0 | Forward | Crystal Palace | 29 | 1993-10-02 | 4 | 11 |
| Shane Long | 5 | 1 | Forward | Southampton | 35 | 1987-01-22 | 4 | 26 |
| Theo Walcott | 5 | 2 | Forward | Everton | 33 | 1989-03-16 | 4 | 37 |
| Souleymane Bamba | 4 | 1 | Defender | Cardiff City | 37 | 1985-01-13 | 4 | 28 |
| Willy Boly | 4 | 0 | Defender | Wolverhampton Wanderers | 31 | 1991-02-03 | 4 | 36 |
| Aboubakar Kamara | 3 | 0 | Forward | Fulham | 27 | 1995-03-07 | 4 | 13 |
| Ciaran Clark | 3 | 0 | Defender | Newcastle United | 33 | 1989-09-26 | 4 | 11 |
| James Tarkowski | 3 | 1 | Defender | Burnley | 29 | 1992-11-19 | 4 | 35 |
| Pascal Groß | 3 | 3 | Midfielder | Brighton & Hove Albion | 31 | 1991-06-15 | 4 | 25 |
| Youri Tielemans | 3 | 4 | Midfielder | Leicester City | 25 | 1997-05-07 | 4 | 13 |
| Philip Billing | 2 | 0 | Midfielder | Huddersfield Town | 26 | 1996-06-11 | 4 | 27 |
| Bernardo Silva | 7 | 7 | Midfielder | Manchester City | 28 | 1994-08-10 | 5 | 36 |
| Abdoulaye Doucouré | 5 | 6 | Midfielder | Watford | 29 | 1993-01-01 | 5 | 35 |
| Dele Alli | 5 | 3 | Midfielder | Tottenham Hotspur | 26 | 1996-04-11 | 5 | 25 |
| Gonzalo Higuain | 5 | 0 | Forward | Chelsea | 34 | 1987-12-10 | 5 | 14 |
| James Milner | 5 | 4 | Midfielder | Liverpool | 36 | 1986-01-04 | 5 | 31 |
| Mark Noble | 5 | 5 | Midfielder | West Ham United | 35 | 1987-05-08 | 5 | 31 |
| Aaron Ramsey | 4 | 6 | Midfielder | Arsenal | 31 | 1990-12-26 | 5 | 28 |
| Jeffrey Schlupp | 4 | 1 | Defender | Crystal Palace | 29 | 1992-12-23 | 5 | 30 |
| Jesse Lingard | 4 | 2 | Midfielder | Manchester United | 29 | 1992-12-15 | 5 | 27 |
| Lucas Digne | 4 | 4 | Defender | Everton | 29 | 1993-07-20 | 5 | 35 |
| Matt Doherty | 4 | 5 | Defender | Wolverhampton Wanderers | 30 | 1992-01-16 | 5 | 38 |
| Nathan Aké | 4 | 0 | Defender | AFC Bournemouth | 27 | 1995-02-18 | 5 | 38 |
| Nathaniel Mendez-Laing | 4 | 1 | Midfielder | Cardiff City | 30 | 1992-04-15 | 5 | 20 |
| Pierre-Emile Højbjerg | 4 | 3 | Midfielder | Southampton | 27 | 1995-08-05 | 5 | 31 |
| Harry Maguire | 3 | 0 | Defender | Leicester City | 29 | 1993-03-05 | 5 | 31 |
| Johann Berg Guðmundsson | 3 | 6 | Midfielder | Burnley | 32 | 1990-10-27 | 5 | 29 |
| Alex Pritchard | 2 | 0 | Midfielder | Huddersfield Town | 29 | 1993-05-03 | 5 | 30 |
| Calum Chambers | 2 | 0 | Defender | Fulham | 27 | 1995-01-20 | 5 | 31 |
| José Luis Sanmartín Mato | 2 | 0 | Forward | Newcastle United | 32 | 1990-03-27 | 5 | 16 |
| Lewis Dunk | 2 | 1 | Defender | Brighton & Hove Albion | 30 | 1991-11-21 | 5 | 36 |
| Riyad Mahrez | 7 | 4 | Midfielder | Manchester City | 31 | 1991-02-21 | 6 | 27 |
| Erik Lamela | 4 | 2 | Midfielder | Tottenham Hotspur | 30 | 1992-03-04 | 6 | 19 |
| Granit Xhaka | 4 | 2 | Midfielder | Arsenal | 30 | 1992-09-27 | 6 | 29 |
| N’Golo Kanté | 4 | 4 | Midfielder | Chelsea | 31 | 1991-03-29 | 6 | 36 |
| Virgil van Dijk | 4 | 2 | Defender | Liverpool | 31 | 1991-07-08 | 6 | 38 |
| Cenk Tosun | 3 | 3 | Forward | Everton | 31 | 1991-06-07 | 6 | 25 |
| Craig Cathcart | 3 | 0 | Defender | Watford | 33 | 1989-02-06 | 6 | 36 |
| Ivan Ricardo Neves Abreu Cavaleiro | 3 | 1 | Forward | Wolverhampton Wanderers | 29 | 1993-10-18 | 6 | 23 |
| Jeff Hendrick | 3 | 0 | Midfielder | Burnley | 30 | 1992-01-31 | 6 | 32 |
| Josh Murphy | 3 | 2 | Forward | Cardiff City | 27 | 1995-02-24 | 6 | 29 |
| Juan Mata | 3 | 2 | Midfielder | Manchester United | 34 | 1988-04-28 | 6 | 22 |
| Lucas Perez | 3 | 0 | Forward | West Ham United | 34 | 1988-09-10 | 6 | 15 |
| Patrick van Aanholt | 3 | 2 | Defender | Crystal Palace | 32 | 1990-08-29 | 6 | 36 |
| Stuart Armstrong | 3 | 2 | Midfielder | Southampton | 30 | 1992-03-30 | 6 | 29 |
| Wes Morgan | 3 | 0 | Defender | Leicester City | 38 | 1984-01-21 | 6 | 22 |
| Anthony Knockaert | 2 | 6 | Midfielder | Brighton & Hove Albion | 30 | 1991-11-20 | 6 | 30 |
| Jefferson Lerma | 2 | 0 | Midfielder | AFC Bournemouth | 28 | 1994-10-25 | 6 | 30 |
| Matt Ritchie | 2 | 8 | Midfielder | Newcastle United | 33 | 1989-09-10 | 6 | 36 |
| Ryan Sessegnon | 2 | 6 | Defender | Fulham | 22 | 2000-05-18 | 6 | 35 |
| Steve Mounié | 2 | 3 | Forward | Huddersfield Town | 28 | 1994-09-29 | 6 | 31 |
| David Silva | 6 | 8 | Midfielder | Manchester City | 36 | 1986-01-08 | 7 | 33 |
| David Junior Hoilett | 3 | 1 | Forward | Cardiff City | 32 | 1990-06-05 | 7 | 32 |
| Divock Origi | 3 | 1 | Forward | Liverpool | 27 | 1995-04-18 | 7 | 12 |
| Dwight McNeil | 3 | 5 | Forward | Burnley | 22 | 1999-11-22 | 7 | 21 |
| Eric Dier | 3 | 0 | Midfielder | Tottenham Hotspur | 28 | 1994-01-15 | 7 | 20 |
| James McArthur | 3 | 6 | Midfielder | Crystal Palace | 35 | 1987-10-07 | 7 | 38 |
| José Holebas | 3 | 6 | Defender | Watford | 38 | 1984-06-27 | 7 | 28 |
| Laurent Koscielny | 3 | 0 | Defender | Arsenal | 37 | 1985-09-10 | 7 | 17 |
| Ross Barkley | 3 | 5 | Midfielder | Chelsea | 28 | 1993-12-05 | 7 | 27 |
| Ander Herrera | 2 | 3 | Midfielder | Manchester United | 33 | 1989-08-14 | 7 | 22 |
| Andriy Yarmolenko | 2 | 0 | Forward | West Ham United | 33 | 1989-10-23 | 7 | 9 |
| Junior Stanislas | 2 | 3 | Midfielder | AFC Bournemouth | 32 | 1989-11-26 | 7 | 23 |
| Jürgen Locadia | 2 | 0 | Forward | Brighton & Hove Albion | 28 | 1993-11-07 | 7 | 26 |
| Kurt Zouma | 2 | 2 | Defender | Everton | 28 | 1994-10-27 | 7 | 32 |
| Ricardo Domingos Barbosa Pereira | 2 | 6 | Defender | Leicester City | 29 | 1993-10-06 | 7 | 35 |
| Romain Saïss | 2 | 0 | Midfielder | Wolverhampton Wanderers | 32 | 1990-03-26 | 7 | 19 |
| Yann Valery | 2 | 1 | Defender | Southampton | 23 | 1999-02-22 | 7 | 23 |
| Christian Atsu Twasam | 1 | 0 | Midfielder | Newcastle United | 30 | 1992-01-10 | 7 | 28 |
| Jean Michau00ebl Seri | 1 | 2 | Midfielder | Fulham | 31 | 1991-07-19 | 7 | 32 |
| Juninho Bacuna | 1 | 0 | Midfielder | Huddersfield Town | 25 | 1997-08-07 | 7 | 21 |
| İlkay Gündoğan | 6 | 3 | Midfielder | Manchester City | 32 | 1990-10-24 | 8 | 31 |
| Alex Iwobi | 3 | 6 | Forward | Arsenal | 26 | 1996-05-03 | 8 | 35 |
| Georginio Wijnaldum | 3 | 0 | Midfielder | Liverpool | 31 | 1990-11-11 | 8 | 35 |
| Willian | 3 | 6 | Forward | Chelsea | 34 | 1988-08-09 | 8 | 32 |
| Ashley Westwood | 2 | 7 | Midfielder | Burnley | 32 | 1990-04-01 | 8 | 34 |
| Charlie Austin | 2 | 2 | Forward | Southampton | 33 | 1989-07-05 | 8 | 25 |
| Dan Gosling | 2 | 1 | Midfielder | AFC Bournemouth | 32 | 1990-02-01 | 8 | 25 |
| Leander Dendoncker | 2 | 0 | Midfielder | Wolverhampton Wanderers | 27 | 1995-04-15 | 8 | 19 |
| Marc Albrighton | 2 | 2 | Midfielder | Leicester City | 32 | 1989-11-18 | 8 | 27 |
| Robert Snodgrass | 2 | 5 | Midfielder | West Ham United | 35 | 1987-09-07 | 8 | 33 |
| Scott McTominay | 2 | 0 | Midfielder | Manchester United | 25 | 1996-12-08 | 8 | 16 |
| Séamus Coleman | 2 | 2 | Defender | Everton | 34 | 1988-10-11 | 8 | 29 |
| Will Hughes | 2 | 4 | Midfielder | Watford | 27 | 1995-04-17 | 8 | 32 |
| Beram Kayal | 1 | 1 | Midfielder | Brighton & Hove Albion | 34 | 1988-05-02 | 8 | 18 |
| Fernando Llorente Torres | 1 | 4 | Forward | Tottenham Hotspur | 37 | 1985-02-26 | 8 | 20 |
| Jon Gorenc Stankovič | 1 | 0 | Defender | Huddersfield Town | 26 | 1996-01-14 | 8 | 11 |
| Luciano Vietto | 1 | 4 | Forward | Fulham | 28 | 1993-12-05 | 8 | 20 |
| Max Meyer | 1 | 2 | Midfielder | Crystal Palace | 27 | 1995-09-18 | 8 | 29 |
| Sean Morrison | 1 | 3 | Defender | Cardiff City | 31 | 1991-01-08 | 8 | 34 |
| Yoshinori Muto | 1 | 0 | Forward | Newcastle United | 30 | 1992-07-15 | 8 | 17 |
| Aymeric Laporte | 3 | 3 | Defender | Manchester City | 28 | 1994-05-27 | 9 | 35 |
| David Luiz | 3 | 2 | Defender | Chelsea | 35 | 1987-04-22 | 9 | 36 |
| Ashley Young | 2 | 2 | Midfielder | Manchester United | 37 | 1985-07-09 | 9 | 30 |
| Declan Rice | 2 | 0 | Midfielder | West Ham United | 23 | 1999-01-14 | 9 | 34 |
| Naby Deco Keïta | 2 | 1 | Midfielder | Liverpool | 27 | 1995-02-10 | 9 | 25 |
| Onyinye Wilfred Ndidi | 2 | 0 | Midfielder | Leicester City | 25 | 1996-12-16 | 9 | 38 |
| Shkodran Mustafi | 2 | 0 | Defender | Arsenal | 30 | 1992-04-17 | 9 | 31 |
| Aron Einar Gunnarsson | 1 | 1 | Midfielder | Cardiff City | 33 | 1989-04-22 | 9 | 28 |
| Ben Gibson | 1 | 0 | Defender | Burnley | 29 | 1993-01-15 | 9 | 1 |
| Christopher Schindler | 1 | 0 | Defender | Huddersfield Town | 32 | 1990-04-29 | 9 | 37 |
| Dale Stephens | 1 | 1 | Midfielder | Brighton & Hove Albion | 33 | 1989-06-12 | 9 | 30 |
| Etienne Capoue | 1 | 3 | Midfielder | Watford | 34 | 1988-07-11 | 9 | 33 |
| Floyd Ayité | 1 | 0 | Midfielder | Fulham | 33 | 1988-12-15 | 9 | 16 |
| Harry Winks | 1 | 0 | Midfielder | Tottenham Hotspur | 26 | 1996-02-02 | 9 | 26 |
| Hélder Wander Sousa Azevedo Costa | 1 | 2 | Midfielder | Wolverhampton Wanderers | 28 | 1994-01-12 | 9 | 25 |
| James Tomkins | 1 | 1 | Defender | Crystal Palace | 33 | 1989-03-29 | 9 | 29 |
| Oriol Romeu | 1 | 0 | Midfielder | Southampton | 31 | 1991-09-24 | 9 | 31 |
| Robert Kenedy Nunes do Nascimento | 1 | 1 | Midfielder | Newcastle United | 26 | 1996-02-08 | 9 | 25 |
| Steve Cook | 1 | 1 | Defender | AFC Bournemouth | 31 | 1991-04-19 | 9 | 31 |
| Yerry Fernando Mina González | 1 | 0 | Defender | Everton | 28 | 1994-09-23 | 9 | 13 |
| Daniel Sturridge | 2 | 1 | Forward | Liverpool | 33 | 1989-09-01 | 10 | 18 |
| Kevin De Bruyne | 2 | 2 | Midfielder | Manchester City | 31 | 1991-06-28 | 10 | 19 |
| Lucas Torreira | 2 | 2 | Midfielder | Arsenal | 26 | 1996-02-11 | 10 | 34 |
| Marcos Alonso | 2 | 4 | Defender | Chelsea | 31 | 1990-12-28 | 10 | 31 |
| Aaron Lennon | 1 | 1 | Midfielder | Burnley | 35 | 1987-04-16 | 10 | 16 |
| Adam Smith | 1 | 1 | Defender | AFC Bournemouth | 31 | 1991-04-29 | 10 | 25 |
| Alexis Sanchez | 1 | 3 | Forward | Manchester United | 33 | 1988-12-19 | 10 | 20 |
| Christian Benteke | 1 | 1 | Forward | Crystal Palace | 31 | 1990-12-03 | 10 | 16 |
| Danny Ward | 1 | 0 | Forward | Cardiff City | 31 | 1990-12-09 | 10 | 14 |
| Davy Pröpper | 1 | 1 | Midfielder | Brighton & Hove Albion | 31 | 1991-09-02 | 10 | 30 |
| Fabián Cornelio Balbuena González | 1 | 0 | Defender | West Ham United | 31 | 1991-08-23 | 10 | 23 |
| Harvey Lewis Barnes | 1 | 2 | Midfielder | Leicester City | 24 | 1997-12-09 | 10 | 16 |
| Isaac Ajayi Success | 1 | 1 | Forward | Watford | 26 | 1996-01-07 | 10 | 30 |
| Isaac Hayden | 1 | 4 | Midfielder | Newcastle United | 27 | 1995-03-22 | 10 | 25 |
| Jan Vertonghen | 1 | 0 | Defender | Tottenham Hotspur | 35 | 1987-04-24 | 10 | 22 |
| Mario Lemina | 1 | 1 | Midfielder | Southampton | 29 | 1993-09-01 | 10 | 21 |
| Michael Keane | 1 | 2 | Defender | Everton | 29 | 1993-01-11 | 10 | 33 |
| Ryan Bennett | 1 | 0 | Defender | Wolverhampton Wanderers | 32 | 1990-03-06 | 10 | 34 |
| Terence Kongolo | 1 | 1 | Defender | Huddersfield Town | 28 | 1994-02-14 | 10 | 32 |
| Tom Cairney | 1 | 1 | Midfielder | Fulham | 31 | 1991-01-20 | 10 | 31 |
| Jorginho | 2 | 0 | Midfielder | Chelsea | 30 | 1991-12-20 | 11 | 37 |
| André Filipe Tavares Gomes | 1 | 1 | Midfielder | Everton | 29 | 1993-07-30 | 11 | 27 |
| Isaac Mbenza | 1 | 1 | Forward | Huddersfield Town | 26 | 1996-03-08 | 11 | 22 |
| Jack Cork | 1 | 2 | Midfielder | Burnley | 33 | 1989-06-25 | 11 | 37 |
| João Moutinho | 1 | 8 | Midfielder | Wolverhampton Wanderers | 36 | 1986-09-08 | 11 | 38 |
| Joel Matip | 1 | 0 | Defender | Liverpool | 31 | 1991-08-08 | 11 | 22 |
| Joel Ward | 1 | 0 | Defender | Crystal Palace | 32 | 1989-10-29 | 11 | 7 |
| Jonny Evans | 1 | 0 | Defender | Leicester City | 34 | 1988-01-03 | 11 | 24 |
| Kadeem Harris | 1 | 0 | Midfielder | Cardiff City | 29 | 1993-06-08 | 11 | 13 |
| Lys Mousset | 1 | 0 | Forward | AFC Bournemouth | 26 | 1996-02-08 | 11 | 24 |
| Matt Targett | 1 | 3 | Defender | Southampton | 27 | 1995-09-18 | 11 | 16 |
| Nacho Monreal | 1 | 3 | Defender | Arsenal | 36 | 1986-02-26 | 11 | 22 |
| Nemanja Matić | 1 | 0 | Midfielder | Manchester United | 34 | 1988-08-01 | 11 | 28 |
| Philip Foden | 1 | 0 | Midfielder | Manchester City | 22 | 2000-05-28 | 11 | 13 |
| Ryan Fredericks | 1 | 0 | Midfielder | West Ham United | 30 | 1992-10-10 | 11 | 15 |
| Sean Longstaff | 1 | 0 | Midfielder | Newcastle United | 25 | 1997-10-30 | 11 | 9 |
| Solomon March | 1 | 5 | Midfielder | Brighton & Hove Albion | 28 | 1994-07-20 | 11 | 35 |
| Tom Cleverley | 1 | 0 | Midfielder | Watford | 33 | 1989-08-12 | 11 | 13 |
| Victor Wanyama | 1 | 0 | Midfielder | Tottenham Hotspur | 31 | 1991-06-25 | 11 | 13 |
| Alfie Mawson | 0 | 0 | Defender | Fulham | 28 | 1994-01-19 | 11 | 15 |
| Olivier Giroud | 2 | 4 | Forward | Chelsea | 36 | 1986-09-30 | 12 | 27 |
| Bernard Anício Caldeira Duarte | 1 | 3 | Midfielder | Everton | 30 | 1992-09-08 | 12 | 34 |
| Charlie Daniels | 1 | 0 | Defender | AFC Bournemouth | 36 | 1986-09-07 | 12 | 21 |
| Dejan Lovren | 1 | 0 | Defender | Liverpool | 33 | 1989-07-05 | 12 | 13 |
| Francisco Femenía Far | 1 | 1 | Midfielder | Watford | 31 | 1991-02-02 | 12 | 29 |
| Frederico Rodrigues Santos | 1 | 1 | Midfielder | Manchester United | 29 | 1993-03-05 | 12 | 17 |
| Jonjo Shelvey | 1 | 1 | Midfielder | Newcastle United | 30 | 1992-02-27 | 12 | 16 |
| Jonny | 1 | 1 | Defender | Wolverhampton Wanderers | 28 | 1994-03-03 | 12 | 33 |
| Jordan Ayew | 1 | 2 | Forward | Crystal Palace | 31 | 1991-09-11 | 12 | 20 |
| Kenneth Dahrup Zohorè | 1 | 1 | Forward | Cardiff City | 28 | 1994-01-31 | 12 | 19 |
| Kieran Trippier | 1 | 3 | Defender | Tottenham Hotspur | 32 | 1990-09-19 | 12 | 27 |
| Leon Balogun | 1 | 0 | Defender | Brighton & Hove Albion | 34 | 1988-06-28 | 12 | 8 |
| Manolo Gabbiadini | 1 | 0 | Forward | Southampton | 30 | 1991-11-26 | 12 | 12 |
| Manuel Lanzini | 1 | 1 | Midfielder | West Ham United | 29 | 1993-02-15 | 12 | 10 |
| Matěj Vydra | 1 | 1 | Forward | Burnley | 30 | 1992-05-01 | 12 | 13 |
| Rachid Ghezzal | 1 | 0 | Forward | Leicester City | 30 | 1992-05-09 | 12 | 19 |
| Sokratis Papastathopoulos | 1 | 2 | Defender | Arsenal | 34 | 1988-06-09 | 12 | 25 |
| Vincent Kompany | 1 | 0 | Defender | Manchester City | 36 | 1986-04-10 | 12 | 17 |
| Elias Kachunga | 0 | 0 | Forward | Huddersfield Town | 30 | 1992-04-22 | 12 | 20 |
| Tim Ream | 0 | 0 | Defender | Fulham | 35 | 1987-10-05 | 12 | 26 |
| Adama Traoré Diarra | 1 | 1 | Midfielder | Wolverhampton Wanderers | 26 | 1996-01-25 | 13 | 29 |
| Angelo Ogbonna | 1 | 1 | Defender | West Ham United | 34 | 1988-05-23 | 13 | 24 |
| Antonio Rüdiger | 1 | 0 | Defender | Chelsea | 29 | 1993-03-03 | 13 | 33 |
| Danilo | 1 | 0 | Defender | Manchester City | 31 | 1991-07-15 | 13 | 11 |
| Danny Welbeck | 1 | 1 | Forward | Arsenal | 31 | 1990-11-26 | 13 | 8 |
| Davinson Sánchez Mina | 1 | 1 | Defender | Tottenham Hotspur | 26 | 1996-06-12 | 13 | 23 |
| DeAndre Yedlin | 1 | 2 | Defender | Newcastle United | 29 | 1993-07-09 | 13 | 29 |
| Domingos Quina | 1 | 0 | Midfielder | Watford | 22 | 1999-11-18 | 13 | 8 |
| Jordon Ibe | 1 | 1 | Midfielder | AFC Bournemouth | 26 | 1995-12-08 | 13 | 19 |
| Kelechi Iheanacho | 1 | 3 | Forward | Leicester City | 26 | 1996-10-03 | 13 | 30 |
| Luke Shaw | 1 | 4 | Defender | Manchester United | 27 | 1995-07-12 | 13 | 29 |
| Phil Jagielka | 1 | 0 | Defender | Everton | 40 | 1982-08-17 | 13 | 7 |
| Ryan Bertrand | 1 | 0 | Defender | Southampton | 33 | 1989-08-05 | 13 | 24 |
| Trent Alexander-Arnold | 1 | 12 | Defender | Liverpool | 24 | 1998-10-07 | 13 | 29 |
| Erik Durm | 0 | 1 | Defender | Huddersfield Town | 30 | 1992-05-12 | 13 | 28 |
| Fabricio Martín Agosto Ramírez | 0 | 0 | Goalkeeper | Fulham | 34 | 1987-12-31 | 13 | 2 |
| Martín Montoya | 0 | 1 | Defender | Brighton & Hove Albion | 31 | 1991-04-14 | 13 | 25 |
| Oumar Niasse | 0 | 0 | Forward | Cardiff City | 32 | 1990-04-18 | 13 | 18 |
| Robbie Brady | 0 | 1 | Midfielder | Burnley | 30 | 1992-01-14 | 13 | 16 |
| Wayne Hennessey | 0 | 0 | Goalkeeper | Crystal Palace | 35 | 1987-01-24 | 13 | 18 |
| Cesar Azpilicueta | 1 | 5 | Defender | Chelsea | 33 | 1989-08-28 | 14 | 38 |
| Edward Nketiah | 1 | 0 | Forward | Arsenal | 23 | 1999-05-30 | 14 | 5 |
| Issa Diop | 1 | 0 | Defender | West Ham United | 25 | 1997-01-09 | 14 | 33 |
| Jack Stephens | 1 | 0 | Defender | Southampton | 28 | 1994-01-27 | 14 | 24 |
| Jordan Henderson | 1 | 3 | Midfielder | Liverpool | 32 | 1990-06-17 | 14 | 32 |
| Juan Marcos Foyth | 1 | 0 | Defender | Tottenham Hotspur | 24 | 1998-01-12 | 14 | 12 |
| Ken Sema | 1 | 2 | Midfielder | Watford | 29 | 1993-09-30 | 14 | 17 |
| Kyle Walker | 1 | 1 | Defender | Manchester City | 32 | 1990-05-28 | 14 | 33 |
| Victor Nilsson Lindelöf | 1 | 1 | Defender | Manchester United | 28 | 1994-07-17 | 14 | 30 |
| Ben Hamer | 0 | 0 | Goalkeeper | Huddersfield Town | 34 | 1987-11-20 | 14 | 7 |
| David Button | 0 | 0 | Goalkeeper | Brighton & Hove Albion | 33 | 1989-02-27 | 14 | 4 |
| Emerson Hyndman | 0 | 0 | Midfielder | AFC Bournemouth | 26 | 1996-04-09 | 14 | 1 |
| Florian Lejeune | 0 | 0 | Defender | Newcastle United | 31 | 1991-05-20 | 14 | 12 |
| Jordan Pickford | 0 | 0 | Goalkeeper | Everton | 28 | 1994-03-07 | 14 | 38 |
| Leonardo Bonatini Lohner Maia | 0 | 1 | Forward | Wolverhampton Wanderers | 28 | 1994-03-28 | 14 | 7 |
| Marcus Bettinelli | 0 | 0 | Goalkeeper | Fulham | 30 | 1992-05-24 | 14 | 7 |
| Rhys Healey | 0 | 0 | Forward | Cardiff City | 27 | 1994-12-06 | 14 | 3 |
| Scott Dann | 0 | 1 | Defender | Crystal Palace | 35 | 1987-02-14 | 14 | 10 |
| Steven Defour | 0 | 0 | Midfielder | Burnley | 34 | 1988-04-15 | 14 | 6 |
| Vicente Iborra De La Fuente | 0 | 0 | Midfielder | Leicester City | 34 | 1988-01-16 | 14 | 8 |
| Ainsley Maitland-Niles | 1 | 1 | Midfielder | Arsenal | 25 | 1997-08-29 | 15 | 16 |
| Cedric Soares | 1 | 2 | Defender | Southampton | 31 | 1991-08-31 | 15 | 18 |
| Chris Smalling | 1 | 0 | Defender | Manchester United | 32 | 1989-11-22 | 15 | 24 |
| Fabinho | 1 | 2 | Midfielder | Liverpool | 29 | 1993-10-23 | 15 | 28 |
| Fernando Luiz Rosa | 1 | 3 | Midfielder | Manchester City | 37 | 1985-05-04 | 15 | 29 |
| Adrien Sebastian Perruchet Silva | 0 | 0 | Midfielder | Leicester City | 33 | 1989-03-15 | 15 | 2 |
| Collin Quaner | 0 | 0 | Forward | Huddersfield Town | 31 | 1991-06-18 | 15 | 2 |
| Federico Fernández | 0 | 1 | Defender | Newcastle United | 33 | 1989-02-21 | 15 | 19 |
| Gary Cahill | 0 | 0 | Defender | Chelsea | 36 | 1985-12-19 | 15 | 2 |
| Håvard Nordtveit | 0 | 1 | Midfielder | Fulham | 32 | 1990-06-21 | 15 | 5 |
| Jonjoe Kenny | 0 | 1 | Defender | Everton | 25 | 1997-03-15 | 15 | 10 |
| Julián Speroni | 0 | 0 | Goalkeeper | Crystal Palace | 43 | 1979-05-18 | 15 | 1 |
| Kevin Long | 0 | 1 | Defender | Burnley | 32 | 1990-08-18 | 15 | 6 |
| Loïc Damour | 0 | 0 | Midfielder | Cardiff City | 31 | 1991-01-08 | 15 | 2 |
| Marc Navarro Ceciliano | 0 | 0 | Defender | Watford | 27 | 1995-07-02 | 15 | 2 |
| Mathew Ryan | 0 | 0 | Goalkeeper | Brighton & Hove Albion | 30 | 1992-04-08 | 15 | 34 |
| Paulo Dino Gazzaniga | 0 | 0 | Goalkeeper | Tottenham Hotspur | 30 | 1992-01-02 | 15 | 3 |
| Rúben Gonçalo Silva Nascimento Vinagre | 0 | 0 | Defender | Wolverhampton Wanderers | 23 | 1999-04-09 | 15 | 17 |
| Sam Surridge | 0 | 0 | Forward | AFC Bournemouth | 24 | 1998-07-28 | 15 | 2 |
| Samir Nasri | 0 | 2 | Midfielder | West Ham United | 35 | 1987-06-26 | 15 | 5 |
| Andreas Pereira | 1 | 1 | Midfielder | Manchester United | 26 | 1996-01-01 | 16 | 15 |
| Michael Obafemi | 1 | 1 | Forward | Southampton | 22 | 2000-07-06 | 16 | 6 |
| Alexandre Nascimento Costa Silva | 0 | 0 | Forward | West Ham United | 25 | 1997-03-16 | 16 | 1 |
| Alireza Jahanbakhsh | 0 | 0 | Forward | Brighton & Hove Albion | 29 | 1993-08-11 | 16 | 19 |
| Alisson Becker | 0 | 0 | Goalkeeper | Liverpool | 30 | 1992-10-02 | 16 | 38 |
| Antonio Barreca | 0 | 0 | Defender | Newcastle United | 27 | 1995-03-18 | 16 | 1 |
| Ben Chilwell | 0 | 4 | Defender | Leicester City | 25 | 1996-12-21 | 16 | 36 |
| Callum Hudson-Odoi | 0 | 1 | Midfielder | Chelsea | 21 | 2000-11-07 | 16 | 10 |
| Connor Wickham | 0 | 1 | Forward | Crystal Palace | 29 | 1993-03-31 | 16 | 6 |
| Dominic Solanke | 0 | 1 | Forward | AFC Bournemouth | 25 | 1997-09-14 | 16 | 10 |
| Harry Arter | 0 | 1 | Midfielder | Cardiff City | 32 | 1989-12-28 | 16 | 25 |
| Joe Hart | 0 | 0 | Goalkeeper | Burnley | 35 | 1987-04-19 | 16 | 19 |
| Joel Coleman | 0 | 0 | Goalkeeper | Huddersfield Town | 27 | 1995-09-26 | 16 | 1 |
| Joseph Willock | 0 | 0 | Midfielder | Arsenal | 23 | 1999-08-20 | 16 | 2 |
| Lazar Marković | 0 | 0 | Midfielder | Fulham | 28 | 1994-03-02 | 16 | 1 |
| Mason Holgate | 0 | 0 | Defender | Everton | 26 | 1996-10-22 | 16 | 5 |
| Morgan Gibbs-White | 0 | 1 | Midfielder | Wolverhampton Wanderers | 22 | 2000-01-27 | 16 | 26 |
| Nicolas Otamendi | 0 | 0 | Defender | Manchester City | 34 | 1988-02-12 | 16 | 18 |
| Oliver Skipp | 0 | 0 | Midfielder | Tottenham Hotspur | 22 | 2000-09-16 | 16 | 8 |
| Stefano Okaka | 0 | 0 | Forward | Watford | 33 | 1989-08-09 | 16 | 2 |
| Ademola Lookman | 0 | 2 | Forward | Everton | 25 | 1997-10-20 | 17 | 21 |
| Alberto Moreno | 0 | 0 | Defender | Liverpool | 30 | 1992-07-05 | 17 | 2 |
| Alexander Sørloth | 0 | 0 | Forward | Crystal Palace | 26 | 1995-12-05 | 17 | 12 |
| Andy Carroll | 0 | 0 | Forward | West Ham United | 33 | 1989-01-06 | 17 | 12 |
| Ben Wilmot | 0 | 0 | Defender | Watford | 23 | 1999-11-04 | 17 | 2 |
| Chris Mepham | 0 | 1 | Defender | AFC Bournemouth | 24 | 1997-11-05 | 17 | 13 |
| Christian Fuchs | 0 | 0 | Defender | Leicester City | 36 | 1986-04-07 | 17 | 3 |
| Danny Rose | 0 | 3 | Defender | Tottenham Hotspur | 32 | 1990-07-02 | 17 | 26 |
| Demeaco Duhaney | 0 | 0 | Defender | Huddersfield Town | 24 | 1998-10-13 | 17 | 1 |
| Denis Odoi | 0 | 1 | Defender | Fulham | 34 | 1988-05-27 | 17 | 31 |
| Emerson Palmieri dos Santos | 0 | 0 | Defender | Chelsea | 28 | 1994-08-03 | 17 | 10 |
| Jacob Murphy | 0 | 1 | Midfielder | Newcastle United | 27 | 1995-02-24 | 17 | 9 |
| John Ruddy | 0 | 0 | Goalkeeper | Wolverhampton Wanderers | 36 | 1986-10-24 | 17 | 1 |
| John Stones | 0 | 0 | Defender | Manchester City | 28 | 1994-05-28 | 17 | 24 |
| José Diogo Dalot Teixeira | 0 | 2 | Defender | Manchester United | 23 | 1999-03-18 | 17 | 16 |
| Neil Leonard Dula Etheridge | 0 | 0 | Goalkeeper | Cardiff City | 32 | 1990-02-07 | 17 | 38 |
| Phil Bardsley | 0 | 0 | Defender | Burnley | 37 | 1985-06-28 | 17 | 19 |
| Sam Gallagher | 0 | 0 | Forward | Southampton | 27 | 1995-09-15 | 17 | 4 |
| Yves Bissouma | 0 | 0 | Midfielder | Brighton & Hove Albion | 26 | 1996-08-30 | 17 | 28 |
| Adam David Lallana | 0 | 0 | Midfielder | Liverpool | 34 | 1988-05-10 | 18 | 13 |
| Ben Foster | 0 | 0 | Goalkeeper | Watford | 39 | 1983-04-03 | 18 | 38 |
| Benjamin Mendy | 0 | 5 | Defender | Manchester City | 28 | 1994-07-17 | 18 | 10 |
| Callum Slattery | 0 | 0 | Midfielder | Southampton | 23 | 1999-02-08 | 18 | 3 |
| Carl Jenkinson | 0 | 0 | Defender | Arsenal | 30 | 1992-02-08 | 18 | 3 |
| Cesc Fabregas | 0 | 0 | Midfielder | Chelsea | 35 | 1987-05-04 | 18 | 6 |
| Conor Coady | 0 | 0 | Midfielder | Wolverhampton Wanderers | 29 | 1993-02-25 | 18 | 38 |
| David de Gea | 0 | 0 | Goalkeeper | Manchester United | 31 | 1990-11-07 | 18 | 38 |
| Gaëtan Bong Songo | 0 | 0 | Defender | Brighton & Hove Albion | 34 | 1988-04-25 | 18 | 22 |
| Georges-Kevin N’Koudou Mbida | 0 | 1 | Forward | Tottenham Hotspur | 27 | 1995-02-13 | 18 | 1 |
| Grady Diangana | 0 | 1 | Midfielder | West Ham United | 24 | 1998-04-19 | 18 | 17 |
| Jack Simpson | 0 | 0 | Defender | AFC Bournemouth | 25 | 1996-12-18 | 18 | 6 |
| Jazz Richards | 0 | 0 | Defender | Cardiff City | 31 | 1991-04-12 | 18 | 4 |
| Martin Dúbravka | 0 | 0 | Goalkeeper | Newcastle United | 33 | 1989-01-15 | 18 | 38 |
| Martin Kelly | 0 | 0 | Defender | Crystal Palace | 32 | 1990-04-27 | 18 | 13 |
| Matty Daly | 0 | 0 | Midfielder | Huddersfield Town | 21 | 2001-03-10 | 18 | 2 |
| Nampalys Mendy | 0 | 0 | Midfielder | Leicester City | 30 | 1992-06-23 | 18 | 31 |
| Neeskens Kebano | 0 | 0 | Midfielder | Fulham | 30 | 1992-03-10 | 18 | 7 |
| Tom Davies | 0 | 0 | Midfielder | Everton | 24 | 1998-06-30 | 18 | 16 |
| Tom Heaton | 0 | 0 | Goalkeeper | Burnley | 36 | 1986-04-15 | 18 | 19 |
| André-Frank Zambo Anguissa | 0 | 0 | Midfielder | Fulham | 26 | 1995-11-16 | 19 | 22 |
| Angel Gomes | 0 | 0 | Midfielder | Manchester United | 22 | 2000-08-31 | 19 | 2 |
| Asmir Begović | 0 | 0 | Goalkeeper | AFC Bournemouth | 35 | 1987-06-20 | 19 | 24 |
| Bruno Saltor Grau | 0 | 1 | Defender | Brighton & Hove Albion | 42 | 1980-10-01 | 19 | 14 |
| Charlie Taylor | 0 | 1 | Defender | Burnley | 29 | 1993-09-18 | 19 | 38 |
| Fabian Delph | 0 | 1 | Midfielder | Manchester City | 32 | 1989-11-21 | 19 | 11 |
| Greg Cunningham | 0 | 0 | Defender | Cardiff City | 31 | 1991-01-31 | 19 | 7 |
| Hugo Lloris | 0 | 0 | Goalkeeper | Tottenham Hotspur | 35 | 1986-12-26 | 19 | 33 |
| Idrissa Gana Gueye | 0 | 2 | Midfielder | Everton | 33 | 1989-09-26 | 19 | 33 |
| Jason Puncheon | 0 | 0 | Midfielder | Huddersfield Town | 36 | 1986-06-26 | 19 | 11 |
| Javier Manquillo Gaitán | 0 | 3 | Defender | Newcastle United | 28 | 1994-05-05 | 19 | 18 |
| Joe Gomez | 0 | 0 | Defender | Liverpool | 25 | 1997-05-23 | 19 | 16 |
| Kayne Ramsey | 0 | 0 | Midfielder | Southampton | 22 | 2000-10-10 | 19 | 1 |
| Konstantinos Mavropanos | 0 | 0 | Defender | Arsenal | 24 | 1997-12-11 | 19 | 4 |
| Nathaniel Chalobah | 0 | 0 | Midfielder | Watford | 27 | 1994-12-12 | 19 | 9 |
| Rui Pedro dos Santos Patrício | 0 | 0 | Goalkeeper | Wolverhampton Wanderers | 34 | 1988-02-15 | 19 | 37 |
| Shinji Okazaki | 0 | 1 | Forward | Leicester City | 36 | 1986-04-16 | 19 | 21 |
| Vicente Guaita | 0 | 0 | Goalkeeper | Crystal Palace | 35 | 1987-01-10 | 19 | 20 |
| Wilfredo Daniel Caballero | 0 | 0 | Goalkeeper | Chelsea | 41 | 1981-09-28 | 19 | 2 |
| Łukasz Fabiański | 0 | 0 | Goalkeeper | West Ham United | 37 | 1985-04-18 | 19 | 38 |
| Aaron Cresswell | 0 | 1 | Defender | West Ham United | 32 | 1989-12-15 | 20 | 20 |
| Adam Masina | 0 | 1 | Defender | Watford | 28 | 1994-01-02 | 20 | 14 |
| Andrew Robertson | 0 | 11 | Defender | Liverpool | 28 | 1994-03-11 | 20 | 36 |
| Artur Boruc | 0 | 0 | Goalkeeper | AFC Bournemouth | 42 | 1980-02-20 | 20 | 12 |
| Bernardo | 0 | 1 | Defender | Brighton & Hove Albion | 27 | 1995-05-14 | 20 | 22 |
| Caglar Söyüncü | 0 | 0 | Defender | Leicester City | 26 | 1996-05-23 | 20 | 6 |
| Cheikhou Kouyaté | 0 | 2 | Midfielder | Crystal Palace | 32 | 1989-12-21 | 20 | 31 |
| Gary Madine | 0 | 0 | Forward | Cardiff City | 32 | 1990-08-24 | 20 | 5 |
| Ibrahima Cissé | 0 | 0 | Midfielder | Fulham | 28 | 1994-02-28 | 20 | 3 |
| Joshua Sims | 0 | 1 | Midfielder | Southampton | 25 | 1997-03-28 | 20 | 7 |
| Mateo Kovačić | 0 | 2 | Midfielder | Chelsea | 28 | 1994-05-06 | 20 | 32 |
| Morgan Schneiderlin | 0 | 1 | Midfielder | Everton | 32 | 1989-11-08 | 20 | 14 |
| Oleksandr Zinchenko | 0 | 3 | Midfielder | Manchester City | 25 | 1996-12-15 | 20 | 14 |
| Petr Čech | 0 | 0 | Goalkeeper | Arsenal | 40 | 1982-05-20 | 20 | 7 |
| Ramadan Sobhi | 0 | 0 | Forward | Huddersfield Town | 25 | 1997-01-23 | 20 | 4 |
| Stephen Ward | 0 | 0 | Defender | Burnley | 37 | 1985-08-20 | 20 | 3 |
| Sung-Yeung Ki | 0 | 1 | Midfielder | Newcastle United | 33 | 1989-01-24 | 20 | 18 |
| Tahith Chong | 0 | 0 | Forward | Manchester United | 22 | 1999-12-04 | 20 | 2 |
| Toby Alderweireld | 0 | 0 | Defender | Tottenham Hotspur | 33 | 1989-03-02 | 20 | 34 |
| Adrian Mariappa | 0 | 0 | Defender | Watford | 36 | 1986-10-03 | 21 | 26 |
| Alex McCarthy | 0 | 0 | Goalkeeper | Southampton | 32 | 1989-12-03 | 21 | 25 |
| Alex Oxlade-Chamberlain | 0 | 0 | Midfielder | Liverpool | 29 | 1993-08-15 | 21 | 2 |
| Andreas Christensen | 0 | 0 | Defender | Chelsea | 26 | 1996-04-10 | 21 | 8 |
| Ben Mee | 0 | 2 | Defender | Burnley | 33 | 1989-09-21 | 21 | 38 |
| Carlos Sánchez | 0 | 0 | Midfielder | West Ham United | 36 | 1986-02-06 | 21 | 7 |
| Daniel Williams | 0 | 0 | Midfielder | Huddersfield Town | 33 | 1989-03-08 | 21 | 5 |
| Danny Simpson | 0 | 0 | Defender | Leicester City | 35 | 1987-01-04 | 21 | 6 |
| Diego Rico | 0 | 0 | Defender | AFC Bournemouth | 29 | 1993-02-23 | 21 | 12 |
| Ederson | 0 | 1 | Goalkeeper | Manchester City | 29 | 1993-08-17 | 21 | 38 |
| Faustino Marcos Alberto Rojo | 0 | 0 | Defender | Manchester United | 32 | 1990-03-20 | 21 | 5 |
| Jose Izquierdo | 0 | 1 | Forward | Brighton & Hove Albion | 30 | 1992-07-07 | 21 | 15 |
| Kyle Walker-Peters | 0 | 3 | Defender | Tottenham Hotspur | 25 | 1997-04-13 | 21 | 6 |
| Lee Peltier | 0 | 0 | Defender | Cardiff City | 35 | 1986-12-11 | 21 | 20 |
| Leighton Baines | 0 | 0 | Defender | Everton | 37 | 1984-12-11 | 21 | 6 |
| Mamadou Sakho | 0 | 0 | Defender | Crystal Palace | 32 | 1990-02-13 | 21 | 27 |
| Mohamed Diamé | 0 | 0 | Midfielder | Newcastle United | 35 | 1987-06-14 | 21 | 29 |
| Mohamed Elneny | 0 | 0 | Midfielder | Arsenal | 30 | 1992-07-11 | 21 | 8 |
| Sergio Rico | 0 | 0 | Goalkeeper | Fulham | 29 | 1993-09-01 | 21 | 29 |
| Aaron Wan-Bissaka | 0 | 3 | Midfielder | Crystal Palace | 24 | 1997-11-26 | 22 | 35 |
| Abdelhamid Sabiri | 0 | 0 | Midfielder | Huddersfield Town | 25 | 1996-11-28 | 22 | 2 |
| Davide Zappacosta | 0 | 0 | Defender | Chelsea | 30 | 1992-06-11 | 22 | 4 |
| Fousseni Diabaté | 0 | 0 | Midfielder | Leicester City | 27 | 1995-10-18 | 22 | 1 |
| James McCarthy | 0 | 0 | Midfielder | Everton | 31 | 1990-11-12 | 22 | 1 |
| Joe Ralls | 0 | 0 | Midfielder | Cardiff City | 29 | 1993-10-13 | 22 | 28 |
| Marouane Fellaini | 0 | 1 | Midfielder | Manchester United | 34 | 1987-11-22 | 22 | 14 |
| Matthew Lowton | 0 | 0 | Defender | Burnley | 33 | 1989-06-09 | 22 | 21 |
| Michel Vorm | 0 | 0 | Goalkeeper | Tottenham Hotspur | 39 | 1983-10-20 | 22 | 2 |
| Nathaniel Clyne | 0 | 1 | Defender | AFC Bournemouth | 31 | 1991-04-05 | 22 | 18 |
| Paul Dummett | 0 | 0 | Defender | Newcastle United | 31 | 1991-09-26 | 22 | 26 |
| Pedro Obiang | 0 | 1 | Midfielder | West Ham United | 30 | 1992-03-27 | 22 | 24 |
| Sead Kolašinac | 0 | 5 | Defender | Arsenal | 29 | 1993-06-20 | 22 | 24 |
| Sebastian Prödl | 0 | 0 | Defender | Watford | 35 | 1987-06-21 | 22 | 1 |
| Steven Davis | 0 | 1 | Midfielder | Southampton | 37 | 1985-01-01 | 22 | 3 |
| Timothy Fosu-Mensah | 0 | 0 | Defender | Fulham | 24 | 1998-01-02 | 22 | 12 |
| Antonio Valencia | 0 | 0 | Defender | Manchester United | 37 | 1985-08-04 | 23 | 6 |
| Bakary Sako | 0 | 0 | Midfielder | Crystal Palace | 34 | 1988-04-26 | 23 | 4 |
| Bernd Leno | 0 | 0 | Goalkeeper | Arsenal | 30 | 1992-03-04 | 23 | 32 |
| Daryl Janmaat | 0 | 2 | Defender | Watford | 33 | 1989-07-22 | 23 | 18 |
| Hamza Choudhury | 0 | 0 | Midfielder | Leicester City | 25 | 1997-10-01 | 23 | 9 |
| Jamal Lascelles | 0 | 1 | Defender | Newcastle United | 28 | 1993-11-11 | 23 | 32 |
| Joe Bennett | 0 | 1 | Defender | Cardiff City | 32 | 1990-03-28 | 23 | 30 |
| Luke Amos | 0 | 0 | Midfielder | Tottenham Hotspur | 25 | 1997-02-23 | 23 | 1 |
| Maxime Le Marchand | 0 | 1 | Defender | Fulham | 33 | 1989-10-11 | 23 | 26 |
| Maya Yoshida | 0 | 1 | Defender | Southampton | 34 | 1988-08-24 | 23 | 17 |
| Pablo Zabaleta | 0 | 1 | Defender | West Ham United | 37 | 1985-01-16 | 23 | 26 |
| Peter Crouch | 0 | 0 | Forward | Burnley | 41 | 1981-01-30 | 23 | 6 |
| Rajiv van La Parra | 0 | 0 | Midfielder | Huddersfield Town | 31 | 1991-06-04 | 23 | 5 |
| Tyrone Mings | 0 | 0 | Defender | AFC Bournemouth | 29 | 1993-03-13 | 23 | 5 |
| Victor Moses | 0 | 0 | Midfielder | Chelsea | 31 | 1990-12-12 | 23 | 2 |
| Bruno Écuélé Manga | 0 | 1 | Defender | Cardiff City | 34 | 1988-07-16 | 24 | 38 |
| Christian Kabasele | 0 | 0 | Defender | Watford | 31 | 1991-02-24 | 24 | 21 |
| Daniel Amartey | 0 | 0 | Midfielder | Leicester City | 27 | 1994-12-21 | 24 | 9 |
| Jack Wilshere | 0 | 1 | Midfielder | West Ham United | 30 | 1992-01-01 | 24 | 8 |
| Jan Bednarek | 0 | 1 | Defender | Southampton | 26 | 1996-04-12 | 24 | 25 |
| Kepa Arrizabalaga | 0 | 0 | Goalkeeper | Chelsea | 28 | 1994-10-03 | 24 | 36 |
| Lewis Cook | 0 | 0 | Midfielder | AFC Bournemouth | 25 | 1997-02-03 | 24 | 13 |
| Miguel Ángel Almirón Rejala | 0 | 0 | Midfielder | Newcastle United | 28 | 1994-02-10 | 24 | 10 |
| Moussa Dembele | 0 | 0 | Midfielder | Tottenham Hotspur | 35 | 1987-07-16 | 24 | 10 |
| Phil Jones | 0 | 1 | Defender | Manchester United | 30 | 1992-02-21 | 24 | 18 |
| Rob Holding | 0 | 0 | Defender | Arsenal | 27 | 1995-09-20 | 24 | 10 |
| Stefan Marius Johansen | 0 | 0 | Midfielder | Fulham | 31 | 1991-01-08 | 24 | 12 |
| Tom Smith | 0 | 0 | Defender | Huddersfield Town | 30 | 1992-04-14 | 24 | 15 |
| Angus Gunn | 0 | 0 | Goalkeeper | Southampton | 26 | 1996-01-22 | 25 | 12 |
| Arthur Masuaku | 0 | 1 | Defender | West Ham United | 28 | 1993-11-07 | 25 | 23 |
| Jermain Defoe | 0 | 0 | Forward | AFC Bournemouth | 40 | 1982-10-07 | 25 | 4 |
| Jonas Lössl | 0 | 1 | Goalkeeper | Huddersfield Town | 33 | 1989-02-01 | 25 | 31 |
| Kasper Schmeichel | 0 | 0 | Goalkeeper | Leicester City | 35 | 1986-11-05 | 25 | 38 |
| Kevin McDonald | 0 | 0 | Midfielder | Fulham | 33 | 1988-11-04 | 25 | 15 |
| Leandro Bacuna | 0 | 0 | Midfielder | Cardiff City | 31 | 1991-08-21 | 25 | 11 |
| Matteo Darmian | 0 | 0 | Defender | Manchester United | 32 | 1989-12-02 | 25 | 6 |
| Miguel Ángel Britos Cabrera | 0 | 0 | Defender | Watford | 37 | 1985-07-17 | 25 | 3 |
| Moussa Sissoko | 0 | 3 | Midfielder | Tottenham Hotspur | 33 | 1989-08-16 | 25 | 29 |
| Stephan Lichtsteiner | 0 | 0 | Defender | Arsenal | 38 | 1984-01-16 | 25 | 14 |
| Adama Diakhaby | 0 | 0 | Forward | Huddersfield Town | 26 | 1996-07-05 | 26 | 12 |
| Ben Davies | 0 | 0 | Defender | Tottenham Hotspur | 29 | 1993-04-24 | 26 | 27 |
| Benjamin Johnson | 0 | 0 | Forward | West Ham United | 22 | 2000-01-24 | 26 | 1 |
| Eric Bertrand Bailly | 0 | 0 | Defender | Manchester United | 28 | 1994-04-12 | 26 | 12 |
| Joe Bryan | 0 | 1 | Defender | Fulham | 29 | 1993-09-17 | 26 | 28 |
| Mattéo Guendouzi Olié | 0 | 0 | Midfielder | Arsenal | 23 | 1999-04-14 | 26 | 33 |
| Mohamed Elyounoussi | 0 | 0 | Midfielder | Southampton | 28 | 1994-08-04 | 26 | 16 |
| Simon Francis | 0 | 2 | Defender | AFC Bournemouth | 37 | 1985-02-16 | 26 | 17 |
| Andrew Surman | 0 | 0 | Midfielder | AFC Bournemouth | 36 | 1986-08-20 | 27 | 18 |
| Cyrus Christie | 0 | 1 | Defender | Fulham | 30 | 1992-09-30 | 27 | 28 |
| Hector Bellerin | 0 | 5 | Defender | Arsenal | 27 | 1995-03-19 | 27 | 19 |
| Laurent Depoitre | 0 | 1 | Forward | Huddersfield Town | 33 | 1988-12-07 | 27 | 23 |
| Mason Greenwood | 0 | 0 | Midfielder | Manchester United | 21 | 2001-10-01 | 27 | 3 |
| Serge Aurier | 0 | 2 | Defender | Tottenham Hotspur | 29 | 1992-12-24 | 27 | 8 |
| Wesley Hoedt | 0 | 0 | Defender | Southampton | 28 | 1994-03-06 | 27 | 13 |
| Denis Suárez | 0 | 0 | Midfielder | Arsenal | 28 | 1994-01-06 | 28 | 4 |
| Jannik Vestergaard | 0 | 0 | Defender | Southampton | 30 | 1992-08-03 | 28 | 23 |
| Jonathan Hogg | 0 | 1 | Midfielder | Huddersfield Town | 33 | 1988-12-06 | 28 | 29 |
| Mark Travers | 0 | 0 | Goalkeeper | AFC Bournemouth | 23 | 1999-05-18 | 28 | 2 |
| Vincent Janssen | 0 | 0 | Forward | Tottenham Hotspur | 28 | 1994-06-15 | 28 | 3 |
| Florent Hadergjonaj | 0 | 0 | Defender | Huddersfield Town | 28 | 1994-07-31 | 29 | 24 |
| Fraser Forster | 0 | 0 | Goalkeeper | Southampton | 34 | 1988-03-17 | 29 | 1 |
| Chris Löwe | 0 | 2 | Defender | Huddersfield Town | 33 | 1989-04-16 | 30 | 29 |
| Aaron Rowe | 0 | 0 | Forward | Huddersfield Town | 22 | 2000-09-07 | 31 | 2 |
A Goalie much like the defender is the last line of defence against the ball. The clean sheets in the end all rely on them.
Goalie <- filter(df, position == "Goalkeeper") %>%
select(c('full_name','clean_sheets_overall','position','current_club','age','birthday_gmt', 'appearances_overall' ))
GoalieClean <- Goalie[order(-Goalie$clean_sheets_overall),]
kable(GoalieClean, format = "html" , caption = "Top league Goalies",align = "cccccccccccccccc") %>% kable_styling()
| full_name | clean_sheets_overall | position | current_club | age | birthday_gmt | appearances_overall |
|---|---|---|---|---|---|---|
| Alisson Becker | 21 | Goalkeeper | Liverpool | 30 | 1992-10-02 | 38 |
| Ederson | 20 | Goalkeeper | Manchester City | 29 | 1993-08-17 | 38 |
| Jordan Pickford | 14 | Goalkeeper | Everton | 28 | 1994-03-07 | 38 |
| Kepa Arrizabalaga | 14 | Goalkeeper | Chelsea | 28 | 1994-10-03 | 36 |
| Hugo Lloris | 12 | Goalkeeper | Tottenham Hotspur | 35 | 1986-12-26 | 33 |
| Martin Dúbravka | 11 | Goalkeeper | Newcastle United | 33 | 1989-01-15 | 38 |
| Kasper Schmeichel | 10 | Goalkeeper | Leicester City | 35 | 1986-11-05 | 38 |
| Neil Leonard Dula Etheridge | 10 | Goalkeeper | Cardiff City | 32 | 1990-02-07 | 38 |
| Rui Pedro dos Santos Patrício | 8 | Goalkeeper | Wolverhampton Wanderers | 34 | 1988-02-15 | 37 |
| Ben Foster | 7 | Goalkeeper | Watford | 39 | 1983-04-03 | 38 |
| Bernd Leno | 7 | Goalkeeper | Arsenal | 30 | 1992-03-04 | 32 |
| David de Gea | 7 | Goalkeeper | Manchester United | 31 | 1990-11-07 | 38 |
| Vicente Guaita | 7 | Goalkeeper | Crystal Palace | 35 | 1987-01-10 | 20 |
| Łukasz Fabiański | 7 | Goalkeeper | West Ham United | 37 | 1985-04-18 | 38 |
| Mathew Ryan | 6 | Goalkeeper | Brighton & Hove Albion | 30 | 1992-04-08 | 34 |
| Asmir Begović | 5 | Goalkeeper | AFC Bournemouth | 35 | 1987-06-20 | 24 |
| Jonas Lössl | 5 | Goalkeeper | Huddersfield Town | 33 | 1989-02-01 | 31 |
| Sergio Rico | 5 | Goalkeeper | Fulham | 29 | 1993-09-01 | 29 |
| Wayne Hennessey | 5 | Goalkeeper | Crystal Palace | 35 | 1987-01-24 | 18 |
| Alex McCarthy | 4 | Goalkeeper | Southampton | 32 | 1989-12-03 | 25 |
| Artur Boruc | 4 | Goalkeeper | AFC Bournemouth | 42 | 1980-02-20 | 12 |
| Joe Hart | 4 | Goalkeeper | Burnley | 35 | 1987-04-19 | 19 |
| Tom Heaton | 4 | Goalkeeper | Burnley | 36 | 1986-04-15 | 19 |
| Angus Gunn | 3 | Goalkeeper | Southampton | 26 | 1996-01-22 | 12 |
| Petr Čech | 2 | Goalkeeper | Arsenal | 40 | 1982-05-20 | 7 |
| Wilfredo Daniel Caballero | 2 | Goalkeeper | Chelsea | 41 | 1981-09-28 | 2 |
| Ben Hamer | 1 | Goalkeeper | Huddersfield Town | 34 | 1987-11-20 | 7 |
| David Button | 1 | Goalkeeper | Brighton & Hove Albion | 33 | 1989-02-27 | 4 |
| John Ruddy | 1 | Goalkeeper | Wolverhampton Wanderers | 36 | 1986-10-24 | 1 |
| Mark Travers | 1 | Goalkeeper | AFC Bournemouth | 23 | 1999-05-18 | 2 |
| Paulo Dino Gazzaniga | 1 | Goalkeeper | Tottenham Hotspur | 30 | 1992-01-02 | 3 |
| Will Norris | 1 | Goalkeeper | Wolverhampton Wanderers | 29 | 1993-08-12 | 1 |
| Adrián San Miguel del Castillo | 0 | Goalkeeper | West Ham United | 35 | 1987-01-03 | 0 |
| Alex Smithies | 0 | Goalkeeper | Cardiff City | 32 | 1990-03-05 | 0 |
| Alfie Whiteman | 0 | Goalkeeper | Tottenham Hotspur | 24 | 1998-10-02 | 0 |
| Arijanet Muric | 0 | Goalkeeper | Manchester City | 23 | 1998-11-07 | 0 |
| Brian Murphy | 0 | Goalkeeper | Cardiff City | 39 | 1983-05-07 | 0 |
| Claudio Andrés Bravo Muñoz | 0 | Goalkeeper | Manchester City | 39 | 1983-04-13 | 0 |
| Damián Emiliano Martínez | 0 | Goalkeeper | Arsenal | 30 | 1992-09-02 | 0 |
| Danny Ward | 0 | Goalkeeper | Leicester City | 29 | 1993-06-22 | 0 |
| Fabricio Martín Agosto Ramírez | 0 | Goalkeeper | Fulham | 34 | 1987-12-31 | 2 |
| Fraser Forster | 0 | Goalkeeper | Southampton | 34 | 1988-03-17 | 1 |
| Freddie Woodman | 0 | Goalkeeper | Newcastle United | 25 | 1997-03-04 | 0 |
| Heurelho da Silva Gomes | 0 | Goalkeeper | Watford | 41 | 1981-02-15 | 0 |
| Jason Steele | 0 | Goalkeeper | Brighton & Hove Albion | 32 | 1990-08-18 | 0 |
| Joe Daniel Tupper | 0 | Goalkeeper | Crystal Palace | 24 | 1997-11-15 | 0 |
| Joel Coleman | 0 | Goalkeeper | Huddersfield Town | 27 | 1995-09-26 | 1 |
| Julián Speroni | 0 | Goalkeeper | Crystal Palace | 43 | 1979-05-18 | 1 |
| Karl Darlow | 0 | Goalkeeper | Newcastle United | 32 | 1990-10-08 | 0 |
| Lee Grant | 0 | Goalkeeper | Manchester United | 39 | 1983-01-27 | 0 |
| Loris Karius | 0 | Goalkeeper | Liverpool | 29 | 1993-06-22 | 0 |
| Maarten Stekelenburg | 0 | Goalkeeper | Everton | 40 | 1982-09-22 | 0 |
| Marcus Bettinelli | 0 | Goalkeeper | Fulham | 30 | 1992-05-24 | 7 |
| Michel Vorm | 0 | Goalkeeper | Tottenham Hotspur | 39 | 1983-10-20 | 2 |
| Ryan Schofield | 0 | Goalkeeper | Huddersfield Town | 22 | 1999-12-11 | 0 |
| Sergio Germán Romero | 0 | Goalkeeper | Manchester United | 35 | 1987-02-22 | 0 |
| Simon Mignolet | 0 | Goalkeeper | Liverpool | 34 | 1988-03-06 | 0 |
This graph shows the winning team of the league and later on shows the goals they scored giving more context as to why they were ranked this way.
dfTeams %>%
ggplot(aes(x= reorder(common_name,+league_position) ,y= league_position )) +
geom_col() + theme(axis.text.x = element_text(angle = 90)) + labs(x = "Club Name",
y = "League Position")
dfWin <- filter(dfTeams) %>% select(c('common_name', 'league_position','performance_rank','goals_scored','goals_conceded',
'goal_difference','matches_played', 'wins' , 'draws',
'losses', 'points_per_game' ))
winClean <- dfWin[order(dfWin$league_position),]
kable(winClean, format = "html" , caption = "Team Performance",align = "ccccccccccc") %>% kable_styling()
| common_name | league_position | performance_rank | goals_scored | goals_conceded | goal_difference | matches_played | wins | draws | losses | points_per_game |
|---|---|---|---|---|---|---|---|---|---|---|
| Manchester City | 1 | 1 | 95 | 23 | 72 | 38 | 32 | 2 | 4 | 2.58 |
| Liverpool | 2 | 2 | 89 | 22 | 67 | 38 | 30 | 7 | 1 | 2.55 |
| Chelsea | 3 | 3 | 63 | 39 | 24 | 38 | 21 | 9 | 8 | 1.89 |
| Tottenham Hotspur | 4 | 4 | 67 | 39 | 28 | 38 | 23 | 2 | 13 | 1.87 |
| Arsenal | 5 | 5 | 73 | 51 | 22 | 38 | 21 | 7 | 10 | 1.84 |
| Manchester United | 6 | 6 | 65 | 54 | 11 | 38 | 19 | 9 | 10 | 1.74 |
| Wolverhampton Wanderers | 7 | 7 | 47 | 46 | 1 | 38 | 16 | 9 | 13 | 1.50 |
| Everton | 8 | 8 | 54 | 46 | 8 | 38 | 15 | 9 | 14 | 1.42 |
| Leicester City | 9 | 9 | 51 | 48 | 3 | 38 | 15 | 7 | 16 | 1.37 |
| West Ham United | 10 | 10 | 52 | 55 | -3 | 38 | 15 | 7 | 16 | 1.37 |
| Watford | 11 | 11 | 52 | 59 | -7 | 38 | 14 | 8 | 16 | 1.32 |
| Crystal Palace | 12 | 12 | 51 | 53 | -2 | 38 | 14 | 7 | 17 | 1.29 |
| Newcastle United | 13 | 13 | 42 | 48 | -6 | 38 | 12 | 9 | 17 | 1.18 |
| AFC Bournemouth | 14 | 14 | 56 | 70 | -14 | 38 | 13 | 6 | 19 | 1.18 |
| Burnley | 15 | 15 | 45 | 68 | -23 | 38 | 11 | 7 | 20 | 1.05 |
| Southampton | 16 | 16 | 45 | 65 | -20 | 38 | 9 | 12 | 17 | 1.03 |
| Brighton & Hove Albion | 17 | 17 | 35 | 60 | -25 | 38 | 9 | 9 | 20 | 0.95 |
| Cardiff City | 18 | 18 | 34 | 69 | -35 | 38 | 10 | 4 | 24 | 0.89 |
| Fulham | 19 | 19 | 34 | 81 | -47 | 38 | 7 | 5 | 26 | 0.68 |
| Huddersfield Town | 20 | 20 | 22 | 76 | -54 | 38 | 3 | 7 | 28 | 0.42 |
dfTeams %>%
ggplot(aes(x= league_position ,y= goal_difference, fill = common_name)) +
geom_col()
dfTeams %>%
ggplot(aes(x= league_position ,y= goals_scored, fill = common_name)) +
geom_col()
This section is the most special to me and I think a very interesting part of statistics and football. This is a machine learning program that in theory should be able to predict who should win a game. This is not necessarily 100 percent accurate prediction but the main thing is to deter bookies from scamming odds.
H_df<-dfMatches%>%select(-date_gmt, -away_team_name)%>%
group_by(status, home_team_name)%>%arrange(game_week)%>%
mutate_at(vars(home_team_goal_count:average_goals_per_match_pre_match), funs(lag))%>%
na.omit()%>%
mutate_at(vars(home_team_goal_count:average_goals_per_match_pre_match), funs(cummean))%>%
select(-away_ppg)%>%ungroup()
## Warning: `funs()` was deprecated in dplyr 0.8.0.
## ℹ Please use a list of either functions or lambdas:
##
## # Simple named list: list(mean = mean, median = median)
##
## # Auto named with `tibble::lst()`: tibble::lst(mean, median)
##
## # Using lambdas list(~ mean(., trim = .2), ~ median(., na.rm = TRUE))
## Call `lifecycle::last_lifecycle_warnings()` to see where this warning was
## generated.
## Warning: `funs()` was deprecated in dplyr 0.8.0.
## ℹ Please use a list of either functions or lambdas:
##
## # Simple named list: list(mean = mean, median = median)
##
## # Auto named with `tibble::lst()`: tibble::lst(mean, median)
##
## # Using lambdas list(~ mean(., trim = .2), ~ median(., na.rm = TRUE))
## Call `lifecycle::last_lifecycle_warnings()` to see where this warning was
## generated.
## Warning: There were 40 warnings in `mutate()`.
## The first warning was:
## ℹ In argument: `home_team_goal_timings = cummean(home_team_goal_timings)`.
## ℹ In group 1: `status = "complete"`, `home_team_name = "AFC Bournemouth"`.
## Caused by warning in `cummean()`:
## ! NAs introduced by coercion
## ℹ Run ]8;;ide:run:dplyr::last_dplyr_warnings()dplyr::last_dplyr_warnings()]8;; to see the 39 remaining warnings.
colnames(H_df)<-paste("H", colnames(H_df), sep = "_")
A_df<-dfMatches%>%select(-date_gmt, -home_team_name)%>%
group_by(status, away_team_name)%>%arrange(game_week)%>%
mutate_at(vars(home_team_goal_count:average_goals_per_match_pre_match), funs(lag))%>%
na.omit()%>%
mutate_at(vars(home_team_goal_count:average_goals_per_match_pre_match), funs(cummean))%>%
select(-home_ppg)%>%ungroup()
## Warning: `funs()` was deprecated in dplyr 0.8.0.
## ℹ Please use a list of either functions or lambdas:
##
## # Simple named list: list(mean = mean, median = median)
##
## # Auto named with `tibble::lst()`: tibble::lst(mean, median)
##
## # Using lambdas list(~ mean(., trim = .2), ~ median(., na.rm = TRUE))
## Call `lifecycle::last_lifecycle_warnings()` to see where this warning was
## generated.
## Warning: `funs()` was deprecated in dplyr 0.8.0.
## ℹ Please use a list of either functions or lambdas:
##
## # Simple named list: list(mean = mean, median = median)
##
## # Auto named with `tibble::lst()`: tibble::lst(mean, median)
##
## # Using lambdas list(~ mean(., trim = .2), ~ median(., na.rm = TRUE))
## Call `lifecycle::last_lifecycle_warnings()` to see where this warning was
## generated.
## Warning: There were 40 warnings in `mutate()`.
## The first warning was:
## ℹ In argument: `home_team_goal_timings = cummean(home_team_goal_timings)`.
## ℹ In group 1: `status = "complete"`, `away_team_name = "AFC Bournemouth"`.
## Caused by warning in `cummean()`:
## ! NAs introduced by coercion
## ℹ Run ]8;;ide:run:dplyr::last_dplyr_warnings()dplyr::last_dplyr_warnings()]8;; to see the 39 remaining warnings.
colnames(A_df)<-paste("A", colnames(A_df), sep = "_")
results_df <- dfMatches %>% select(game_week, status, home_team_name, away_team_name, home_team_goal_count, away_team_goal_count)
final_df <- results_df %>% inner_join(H_df, by=c("home_team_name"="H_home_team_name")) %>% inner_join(A_df, by=c("away_team_name"="A_away_team_name"))
## Warning in inner_join(., H_df, by = c(home_team_name = "H_home_team_name")): Each row in `x` is expected to match at most 1 row in `y`.
## ℹ Row 1 of `x` matches multiple rows.
## ℹ If multiple matches are expected, set `multiple = "all"` to silence this
## warning.
## Warning in inner_join(., A_df, by = c(away_team_name = "A_away_team_name")): Each row in `x` is expected to match at most 1 row in `y`.
## ℹ Row 1 of `x` matches multiple rows.
## ℹ If multiple matches are expected, set `multiple = "all"` to silence this
## warning.
h2o.init()
## Connection successful!
##
## R is connected to the H2O cluster:
## H2O cluster uptime: 14 hours 53 minutes
## H2O cluster timezone: America/Denver
## H2O data parsing timezone: UTC
## H2O cluster version: 3.40.0.1
## H2O cluster version age: 2 months and 23 days
## H2O cluster name: H2O_started_from_R_ethanwilsher_haa191
## H2O cluster total nodes: 1
## H2O cluster total memory: 2.69 GB
## H2O cluster total cores: 8
## H2O cluster allowed cores: 8
## H2O cluster healthy: TRUE
## H2O Connection ip: localhost
## H2O Connection port: 54321
## H2O Connection proxy: NA
## H2O Internal Security: FALSE
## R Version: R version 4.2.3 (2023-03-15)
Train <- final_df%>%filter(game_week <= 38, game_week >= 3)
Test <- final_df%>%filter(game_week >= 20)
Train_h2o <- as.h2o(Train)
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Test_h2o <- as.h2o(Test)
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aml <- h2o.automl(y = 5, x=6:62, training_frame = Train_h2o, leaderboard_frame = Test_h2o, max_runtime_secs = 60)
##
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## 09:39:06.375: _train param, Dropping bad and constant columns: [H_referee, H_status]
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## 09:39:10.784: _train param, Dropping bad and constant columns: [H_referee, H_status]
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## 09:39:12.930: _train param, Dropping unused columns: [H_referee, H_status]
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## 09:39:16.601: _train param, Dropping bad and constant columns: [H_referee, H_status]
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## 09:39:19.914: _train param, Dropping bad and constant columns: [H_referee, H_status]
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## 09:39:21.223: _train param, Dropping bad and constant columns: [H_referee, H_status]
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## 09:39:23.10: _train param, Dropping unused columns: [H_referee, H_status]
## 09:39:23.320: _train param, Dropping unused columns: [H_referee, H_status]
## 09:39:23.798: _train param, Dropping bad and constant columns: [H_referee, H_status]
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## 09:39:26.967: _train param, Dropping bad and constant columns: [H_referee, H_status]
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## 09:39:29.923: _train param, Dropping bad and constant columns: [H_referee, H_status]
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## 09:39:31.208: _train param, Dropping bad and constant columns: [H_referee, H_status]
## 09:39:31.993: _train param, Dropping unused columns: [H_referee, H_status]
## 09:39:32.428: _train param, Dropping unused columns: [H_referee, H_status]
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## 09:40:04.10: _train param, Dropping unused columns: [H_referee, H_status]
## 09:40:04.360: _train param, Dropping unused columns: [H_referee, H_status]
|
|======================================================================| 100%
lb <- aml@leaderboard
pred <- h2o.predict(aml@leader, Test_h2o)
##
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|
|======================================================================| 100%
h2o.performance(model = aml@leader, newdata = Train_h2o)
## H2ORegressionMetrics: gbm
##
## MSE: 1.065758
## RMSE: 1.032355
## MAE: 0.7749278
## RMSLE: 0.429384
## Mean Residual Deviance : 1.065758
In this section there are 4 graphs that show a correlation between how many goals someone should score and how good they should be.
mod1 <- glm(data = df,
formula = goals_overall ~ age + current_club + assists_overall + red_cards_overall + minutes_played_overall + clean_sheets_overall)
mod2 <- glm(data = df,
formula = goals_overall ~ age * current_club * assists_overall * red_cards_overall * minutes_played_overall * clean_sheets_overall)
compare_performance(mod1,mod2) %>% plot()
add_predictions(df, mod2, type = "response") %>%
ggplot(aes(x=age, y= pred)) +
geom_smooth() + labs(title = "Age")
add_predictions(df, mod2, type = "response") %>%
ggplot(aes(x=assists_overall, y = pred)) +
geom_smooth() + labs(title = "Assists")
add_predictions(df, mod2, type = "response") %>%
ggplot(aes(x = minutes_played_overall, y = pred)) +
geom_smooth() + labs(title = "Minutes Played")
add_predictions(df, mod2, type = "response") %>%
ggplot(aes(x=clean_sheets_overall, y = pred)) +
geom_smooth() + labs(title = "Clean Sheets")
My take away from studying the data is that it can be really easy to talk about who is at the top of the league and who is scoring the most just by reading a table but there is a lot more that the data does not flat out tell you. So my advice is if you want to talk to people about football just watch a bit and ask questions. There also is a lot of things that they do not collect for data but speak of more in passing like passes and time ball was controlled.